{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "norman-jacob",
   "metadata": {},
   "source": [
    "# Data Visualization with Pandas - Part 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e388c77f",
   "metadata": {},
   "source": [
    "Hi Guys, Welcome to [Tirendaz Academy](https://youtube.com/c/tirendazacademy) 😀\n",
    "</br>\n",
    "In this notebook, I'm going to talk about data visualization with Pandas.\n",
    "</br>\n",
    "Happy learning 🐱‍🏍 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "complex-fluid",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "indian-dividend",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"fivethirtyeight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "together-arthritis",
   "metadata": {},
   "source": [
    "## Area Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "consecutive-breathing",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.304421</td>\n",
       "      <td>0.862368</td>\n",
       "      <td>0.924565</td>\n",
       "      <td>0.216823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.278892</td>\n",
       "      <td>0.909381</td>\n",
       "      <td>0.955020</td>\n",
       "      <td>0.877742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.537353</td>\n",
       "      <td>0.113712</td>\n",
       "      <td>0.967656</td>\n",
       "      <td>0.526703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.588321</td>\n",
       "      <td>0.331512</td>\n",
       "      <td>0.036084</td>\n",
       "      <td>0.299474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.253378</td>\n",
       "      <td>0.175976</td>\n",
       "      <td>0.610472</td>\n",
       "      <td>0.326040</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A         B         C         D\n",
       "0  0.304421  0.862368  0.924565  0.216823\n",
       "1  0.278892  0.909381  0.955020  0.877742\n",
       "2  0.537353  0.113712  0.967656  0.526703\n",
       "3  0.588321  0.331512  0.036084  0.299474\n",
       "4  0.253378  0.175976  0.610472  0.326040"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.rand(10, 4), columns=list(\"ABCD\"))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ambient-defense",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9vR35+fmwWCxITU1FUVERkpKSAABmsxn19fVDrnn++efR1NSEmJgYTJ8+Ha+++uqY93soeP113PQ9vXokmxucugqf8c5yO1enW4Kp04uU+AkhaJF+7Gh24k8R+B45l9kh4u3jPXjoP8J/r3QsUXa7XR0DgEHSwg3OcNvc4MBPd4zvJrWWxUQBpnsuw6WTYsL2HHL9fTX1eHH9JktIHuvlW+Lxs2uVubmsxvdjp1vE/I+taNbZMO14JEyMxqEcAy6coNxMv8iYYxghCiLwBioACBKwtUkfEw8+rAvd/Tre9xnq15WdDJ5/anOJeFPhzwuGj06csHtUXT493PRQ7UCSpJAMuQ3gjLd/2d7kxJ9NkT3cdr6Xarphdyl3g5jhoxN6rV7tL2OzE11ubc+0ONzuCWlV5dpOr6IfLmrh9Er477LInN02lk63hNeOKVdMleGjAz0eER/ovI6bL24R+MyP3T7VLJS9ngFVrez97Gxx4mwfQ3gkrx/tQZtTmaFIho8ObDrlQJdHF/NGgqLlbRa8ooSPQni/ZwCH3gBjc+QOR/vS7ZHwco0yvR+Gj8ZJkoS3jutzH5JAfXbGBYdXmyG8q8UFiyP0384ZPtDtnlah8uaXvbAoMBGD4aNx+yxuHOvQdzl4f/V5Jexo1ubQWziG3ABgf6tbdaX05dTcK6C2k++PsTgECS8c7pb9eRk+GhfpEw3Op8Whtx6PGLYadT1eCcd0tjV0IHae1eaXEbn9qbYXZ3rk/Tth+GiYpU/Q/Z42gdrW5IRbJYUT/fVJoxN9YRwujOT1Phxy849bBNbJ3Pth+GjYuyd6odFbHGHT6Zaw26ytD5yNYZ6pGKmby4mSBCPDx2/vn+jD6W75ej8MH43qr+PGIbeRbNZQb9DcJ2BnmBcHR2rP50i7BzYnp1j7yyv1b7kgF4aPRn3SyLULo/mk0amZm+wf1vUh3E2t6xbQ6oi8sjIccgvcxlN9OGH3yPJcDB+NiqQN4wLV6hRRrpFv+xuD3DTOX5G42JRDboETJeAPMvV+GD4aVGv3oDSC67j5Y7MGZr0d6/Cgpl2eb5mRtt7H6ZWwz8L3yHgU1ztwRIa/S4aPBnF6tW9bGpyQJHUPvRWFaW3PSCItfMqtLihUNUYXfn+wK+zPwfDRmG7WcfPLmV4BB23y9CrGQ5QkbJJpyA0ADto88GjkPlgosKROcD5pdOKgLbxfWBg+GlN0qg/drOPmFzUPve0xu2XdW8YhSLIMpagF7/cE75kD4e39MHw0RJIkvB2hG8aNR0mDQ7VDb+EqpzOWiggZemt1CDgcQUEbLp83u8J634zhoyFlFndEl0oJ1KkuAV+q8PVyeCVFKlNEynqfSN5UMdTC2fth+GhIpG6THQw1lh/6tNGhyNBppPR8OOQWOnvMbuwK0+vJ8NEIc5+g6nsYaqXG12xjGPbt8ceZXgFne/U9BUySJOzkZIOQiI4Cnpx9EeZNjQvP44flUSnkWMdtfI52eFHXpZ6hN5tTwBcK7riq98Wmpk6vrBM59EyU+rcpmRwbFZbHZ/hogId13IKipt5PcZ1D0S8Rel/vwyG30HKEsUI8w0cDtjY60cI6buOmpvBRYpbbuSp1XuGa4aMdfodPQUEB0tLSYDAYkJmZibKyMr+uO3XqFK688kpcccUV425kpHvrS26THYx/tHrQrIJ7HaZOD/YrvPD1UJsHTp2O33pECXs4000z/Aqf4uJirFy5EsuXL0dpaSnmzZuHnJwcNDU1jXmd2+3GL37xC8yfPz8kjY1Ex+0e7DHre6hEDltU0PspkrGiwWjcInCoTZ9/T1VWN3p0Gqx65Ff4rF+/HgsXLsSiRYuQkpKC/Px8GAwGFBYWjnndqlWrMHPmTCxYsCAkjY1EXFQaGkoPvUmSJGstt7FU6nTSAYfctMVn+LjdblRXVyMrK2vI8aysLFRUVIx63fbt27F9+3asXbs2+FZGqG6PiA9U8oGldWUWN2wKVpqssLrR0KP80B+g30kHO88qN4uQAhfr64S2tjYIgoDExMQhxxMTE2G1Wke8xmw245FHHsH777+Piy66yO/GmEwmv88Nx/Vqs6klFt2e8MyxjzSiBPypqgHfu2z8ARDM39ebJycAmDDu60Op7KwDJ06YEBWeGbSD5Hw/dnuB/a2TAYT5l4owdrsdJlPruK9PTk4e9Wc+w2dA1Hl/qZIkDTs2YPHixfjFL36Bm266yd+HBzB2Q30xmUxBXa82kiSh5IgVgHrWqGhdheMreDz5q+O6Npi/L5cgYUdlCwB13I9o80Rh4uX/jqsu8vvtHzC534+bGxwQ0S7b80WK+Ph4JCfHh+WxfQ67JSQkICYmZlgvx2azDesNDSgtLcXatWuRkJCAhIQELFu2DL29vUhISMA777wTkobr3V6LG8dVWJdMy3a1uGB3yT9l/e9nnLC71RE8A/S22JRbZmuPz/CJi4vD7NmzYTQahxw3Go1IT08f8ZqysjLs3r178L9f/epXmDx5Mnbv3o3vfe97IWm43rGOW+h5xP4gkNtGFe6/pLc6b8Zm3u/RGr/63Xl5eViyZAnmzp2L9PR0FBYWwmw2Izc3FwCwevVq7N+/HyUlJQCAGTNmDLn+4MGDiI6OHnacRtbSJ6hiarAelZx24EfTL5Dt+TpcoiKB54ueKlw3dHtR162OyRzkP7/CJzs7G+3t7cjPz4fFYkFqaiqKioqQlJQEoH+CQX19fVgbGkneqWUdt3D5otmFXo+IKRPkKe7x13oH3CosTlHT7pH1dQgnDrlpk99/effddx9qampgtVqxa9cu3HLLLYM/e/3111FTUzPqtT/5yU/Q3NwcXEsjhEeU8C7ruIWNQ5DwuYxVj4vq1DfkBgCCBBxs08eGazs4xVqTtP+1R2c+aXDC7FDhV2UdkWtI83S3F/ss6h3e0sN6H0GUwrbfDIUXw0dl3jrOOm7htr3JCVcYq/UO2KTyBcJ6CJ9DbR7VzSQk/zB8VORYhwd7Wcct7Lo84f+2LEkSNqqglttYqqxuSJK2P7hZUke7GD4qUnic93rkEu5abwdtHpxU0SZ2I2lziajr0vYsMSPv92gWw0clutwiPlDhehC9+qTRCa8Yvm/9WqnJV6Hh/X16PaLu1itFEoaPSmw81cdy8DJqd4koC9NkAI8oobhe3UNuA7Rc6aDM4oaHc3M0i+GjApIksaKBAsI19Laj2QWbUxufilruOXDITdsYPiqw2+xGbae67w/o0ZYGB8Qw3HBXeqvsQHzZ4UWXGlfB+sEo43otCj2Gjwq8zenVimjpE7G/NbQLLbvcIrY2amPIDeivs71fg0NvLX0CvmThXU1j+CjsbK+ALQ0cPlBKSYiH3koaHFBwz7px0eLOpiypo30MH4W9c6IXMqx3pFFsbnCEdK1LkcrX9oxEi4tNeb9H+xg+CnILrOOmtNPdAo50hGb4prlXwO4W7X0jr2p1h+XeV7hIEkvq6AHDR0GfNDpgYR03xZWcDk1vZdOpPpXsVRqYLreEWg3dPznW4eX7RgcYPgp6i9OrVSEUhUb7y+loZ5bb+bS03odDbvrA8FHI0XZP2BY5UmC+tHth6gxu1ltNu0fTs6+0tN6Hkw30geGjkLdZx01VNgc541CLEw3OpZWdTZ1eicV3dYLho4BOt6jpIRo9CqbagSBK+FClm8b560SnFx0u9d9HqbC64eD0UF1g+Chg48k+9LKOm6octHnQ2DO+YbPSFpcuNgDUQu9nJ+/36AbDR2aSJHHITaXGu9hXKxWsfdHCeh/u36MfDB+ZlbawjptajWfordcj6qZChdorHbQ7BRxqC205JFIOw0dmBazjplrlFjcsfYHVxvmk0ambIdQDre6w7nEUrF0tLk2uo6KRMXxk1NwrYGujPr4l65EEBPz/R08TR3q8Eo51qLdnwSE3fWH4yOidWtZxU7tACo1a+gTdfSCqdbGpJEm6e60jHcNHJm5BwrsnONFA7Xa3uPyecvxhvQMqHqUaF7UuNq3rEtDUo7Fy4TQmv8OnoKAAaWlpMBgMyMzMRFlZ2ajnHj9+HN/97neRnJwMg8GAWbNmYc2aNXC71fmHLYfNDQ5YdTAdV++8EvCpn/vxFOloyG2AWqdb7+AUa92J9eek4uJirFy5EuvWrUNGRgYKCgqQk5OD8vJyTJs2bdj5cXFx+PGPf4y0tDRcfPHFOHLkCB555BF4vV6sWbMm5L8EABQ0xqLH0oGbDXG4eepEXP2VGERFRYXlucajgNOrNWNzgxMLk6eMec5xu0eXM6/quwW0OgQkTo5RuilDcMhNf/wKn/Xr12PhwoVYtGgRACA/Px9ffPEFCgsLsWrVqmHnX3311bj66qsH/52UlIQ9e/Zg3759IWr2cJ/ZYlHX14e/mPq/jRomRyPDEIeMqRNxsyEO1186ATHRyoTR0XYP9rGOm2bsOOtEj0fEhRNGHxjYeFJ/vZ4BlVY37rxqstLNGOQVJezR4FYVNDaf4eN2u1FdXY1ly5YNOZ6VlYWKigq/nqSurg5ffPEF7rjjjvG10ocOl4i6vqEfFBaHiL+dduJvp/u76xdNiMJNiXG42RCHDMNE3JgYh8mx8oQRp1dri0sAPjvjxPf//YIRfy5KEjbVabuW21jUFj77W93o8ujs5hr5Dp+2tjYIgoDExMQhxxMTE2G1Wse89vbbb8ehQ4fgcrmwaNEiPPXUU8G1dhTlFt/firo9EnacdWHHWReAbkyIBuYkxCHD8K9AumRi6OdfdLpFzRedjESbG0YPn71mN8706vfmt9oWm3LITZ/8GnYDMOz+iSRJPu+pFBYWoqenB0eOHMFTTz2FF198EY899tio55tMJn+bM8SVApAyZSJqe/0fp/aI/W+yylY3Xj7Sf+zqC0TM+YqAWV8RMecrIi6bFPy3rQ/OxqLXGxf045C8tjX24UhtG879PjLw91lgikMAbx3NOdDqwrFaE8YYdfTLeN/P5/u0biIAdd2DihR2ux0mU+u4r09OTh71Zz7fQQkJCYiJiRnWy7HZbMN6Q+e78sorAQDXXXcdBEHAww8/jIcffhixsSM/7VgN9eUrxxrHfe2Aur5o1PVF4yNz/7+vnBLTP4HBMBEZhjhcFx+L6AAmMUiShJIaKwCW09GaPiEKTZOvxB1J/cNPJpMJycnJcHglGCtaAB2vtXeJUXBeehVmJI7/S9PA6xWsLreII3tbgn4cGp/4+HgkJ8eH5bF9freJi4vD7NmzYTQahxw3Go1IT0/3+4lEUYTX64UgaGe44kyvgE11Djy2z475f7Vi+v+24J7P2/BSTTcqrS64fawYLW1xwcQ6bpo10h4/25ucEXH/QS3rffaYXVyYrVN+jR3k5eVhyZIlmDt3LtLT01FYWAiz2Yzc3FwAwOrVq7F//36UlJQAAD744ANMmjQJM2bMQFxcHA4ePIg1a9ZgwYIFmDhxYvh+mzDrcEnY1uTEtqb+D6VJMcDcxP6e0c2GONyUGIevxP0rz7lNtrZtbXTAI8ZjwjmzJPVSwdqXqlY3HlS6EQCMzbzfo1d+hU92djba29uRn58Pi8WC1NRUFBUVISkpCQBgNptRX1//rweNjcULL7yAuro6SJKEadOm4b777sPSpUvD81soxCn033we2FkxOgq4/tIJyJgah+sTJmBrExfGaZndLWGv2YVv/tskAIDNKeDzM5Hx/1Qt2ytwsoF+Rdntdl10ar9V3IiqTt6UpND6RcoUvDA/HiaTCTu9l+Px8k6lmySboz+6DFdMGd97KhT3fJp6vLh+kyWox6DgLE6dgucy4sPy2KztRjSGLY0OCP8s4KanCtb+ULrUDns9+sbwIRqD1SGiqtWNRkcU/tGqv3I6Y6lsVfbDfyfDR9f0u1iBKERKGhxwd0XeW0XJ+z6iJGEXw0fXIu8dRRSgzQ1OiN7Iu594qM0Dp1fCJJnKUJ3rcJsHbX5ubUHaxGE3Ih+aegQ0OyPvreIRgeo2ZXo/HHLTv8h7RxGR35SadLCD4aN7DB8iGpUSlQ76vKJfxYJJ2xg+RDSqqlY3JEnepYD7LG64ebtH9xg+RDQqi0NEQ4+89RhZUicyMHyIaExy3/cxno2MEkaRjuFDRGOSc72P1SHgaAcrwUcChg8RjUnOnU05xTpyMHyIaExH2j3o9cgzA4D13CIHw4eIxiRIwAFb+OvaSZKEnbzfEzEYPkTkkxz3fY7bvWjp4xzrSMHwISKf5LjvwyG3yMLwISKfqqzhX2zKIbfIwvAhIp/aXSJOdYVvCrRbkAa3o6fIwPAhIr+Es85bZasbvV55y/iQshg+ROSXcFY62MmSOhGH4UNEfgnnjDeW1Ik8DB8i8suXdi86w1BuusMl4mBb+NcRkbowfIjILxKA/WGYcl3a4oLI2z0Rh+FDRH4Lx9CbsZlDbpGI4UNEfgtL+HBxaUTyO3wKCgqQlpYGg8GAzMxMlJWVjXru7t278eMf/xgpKSm4/PLLMX/+fLz//vshaTARKecfrW6IIVxsWt/llX2zOlIHv8KnuLgYK1euxPLly1FaWop58+YhJycHTU1NI55fWVmJmTNn4t1338W+fftw77334tFHH8WmTZtC2ngikleXR8Jxe+gWm7LXE7mi7Ha7z68xt912G2bOnImXX3558NgNN9yABQsWYNWqVX490c9//nMIghC2HtC3ihtR1RkTlscmon95aX48FqVMGfMck8mE5ORkn4/10x1t2NzAez5qtTh1Cp7LiA/LY/vs+bjdblRXVyMrK2vI8aysLFRUVPj9RN3d3YiPjw+4gUSkLqGqdCCIEkpb2POJVLG+Tmhra4MgCEhMTBxyPDExEVar1a8n2bZtG3bt2oXt27ePeZ7JZPLr8UY2MYhrichfe5t7YDLZfJ7n6/18pDsane5JoWoWhYHdbofJ1Dru68fq/foMnwFRUVFD/i1J0rBjIykvL8f999+PtWvXYu7cuWOe6083fVQ1jeO/loj81uCIRsK0q3HppNGHuf0Zdvu4ugtAd4hbR6EUHx+P5OT4sDy2z2G3hIQExMTEDOvl2Gy2Yb2h8+3btw85OTl48sknce+99wbXUiJSjarW4CsScLJBZPMZPnFxcZg9ezaMRuOQ40ajEenp6aNet3fvXuTk5OCJJ57A0qVLg28pEalGpTW44Oj2iGEtVErq59dU67y8PGzYsAHvvfceamtrsWLFCpjNZuTm5gIAVq9ejbvuumvw/N27dyMnJwe5ubn40Y9+BIvFAovFApvN9zgxEalfsItN95pd4A4Kkc2vez7Z2dlob29Hfn4+LBYLUlNTUVRUhKSkJACA2WxGfX394PkbNmxAX18fXnnlFbzyyiuDx6dNm4aampoQ/wpEJLf9Ng+8ooTYaN/3fUdi5BYKEc+vdT5awHU+RPLadVciZiXEjfgzXxMO0ostqO0M386oFBqKrvMhIhrJeIfemnsFBg8xfIhofMY7YWAnN44jMHyIaJzGW+mAU6wJYPgQ0Tg19Aiw9AVWkVqUJOxk+BAYPkQUhMoAdzY90u6BzRn6rbhJexg+RDRugd73Ya+HBjB8iGjcAp3xxvs9NIDhQ0TjdrDNDbfg31JBp1fCPgvDh/oxfIho3FwCUNPuX5HRcqsLTu6YTf/E8CGioPg75ZoldehcDB8iCoq/kw54v4fOxfAhoqD4M+mg1SHgsJ/DcxQZGD5EFJTmPgFnesau1barhb0eGorhQ0RBq/Kx2JRDbnQ+hg8RBW2soTdJkrCTkw3oPAwfIgraWOFj6vSiOcAacKR/DB8iCtrhdg8co+yLzSE3GgnDh4iC5hGB6raRez8MHxoJw4eIQmKk9T4eUcIeznSjETB8iCgkRqp0UGV1o2eU4TiKbAwfIgqJqlY3JGlo0HDIjUbD8CGikLA6RDT0DJ3VtvOsU6HWkNoxfIgoZM6dcm13idhvY0kdGhnDh4hC5tzw2W12QeTtHhqF3+FTUFCAtLQ0GAwGZGZmoqysbNRznU4nHnzwQcyfPx9f/epXceedd4aksUSkbueGD7fMprH4FT7FxcVYuXIlli9fjtLSUsybNw85OTloamoa8XxBEDBp0iQsXrwYt99+e0gbTETqdaTDgx6PCAAwNvN+D43Or/BZv349Fi5ciEWLFiElJQX5+fkwGAwoLCwc8fwpU6bgj3/8I37+85/jiiuuCGmDiUi9RAk4YPOg2RmFum6W1KHR+Qwft9uN6upqZGVlDTmelZWFioqKsDWMiLSp0upGhZ23k2lssb5OaGtrgyAISExMHHI8MTERVqs1pI0xmUxBXD0xZO0govHbWd+BidExSjeDQsBut8Nkah339cnJyaP+zGf4DIiKihryb0mShh0L1lgN9ammMXQNIaJxO9oXC1EQlW4GhUB8fDySk+PD8tg+wychIQExMTHDejk2m21Yb4iIqMMlAQjtF1PSH58Ds3FxcZg9ezaMRuOQ40ajEenp6WFrGBER6Zdfw255eXlYsmQJ5s6di/T0dBQWFsJsNiM3NxcAsHr1auzfvx8lJSWD1xw/fhxutxttbW3o7e3F4cOHAQBpaWlh+DWIiEhL/Aqf7OxstLe3Iz8/HxaLBampqSgqKkJSUhIAwGw2o76+fsg1568D+sY3vgGg/wYWERFFtii73a6LAhjfKm5EVSdn2BARhcri1Cl4LiM+LI/NyfhERCQ7hg8REcmO4UNERLJj+BARkewYPkREJDuGDxERyY7hQ0REsmP4EBGR7Bg+REQkO4YPERHJjuFDRESyY/gQEZHsGD5ERCQ7hg8REcmO4UNERLJj+BARkewYPkREJDuGDxERyY7hQ0REsmP4EBGR7Bg+REQkO4YPERHJjuFDRESyY/gQEZHs/A6fgoICpKWlwWAwIDMzE2VlZWOef/ToUXznO9/BZZddhtTUVKxduxaSJAXdYCIi0j6/wqe4uBgrV67E8uXLUVpainnz5iEnJwdNTU0jnt/V1YXvf//7mDp1Knbs2IE//OEPeOWVV/Dqq6+GtPFERKRNfoXP+vXrsXDhQixatAgpKSnIz8+HwWBAYWHhiOdv2rQJDocDr7/+OmbMmIEFCxbgkUcewWuvvcbeDxERIdbXCW63G9XV1Vi2bNmQ41lZWaioqBjxmsrKStx8882YPHny4LHbbrsNzzzzDBoaGvC1r30tuFaP4LPspJA/JhERhYfPnk9bWxsEQUBiYuKQ44mJibBarSNeY7VaRzx/4GdERBTZ/J5wEBUVNeTfkiQNO+br/JGOExFR5PEZPgkJCYiJiRnWY7HZbMN6NwOmTp064vkARr2GiIgih8/wiYuLw+zZs2E0GoccNxqNSE9PH/GaefPmYd++fXA6nUPOv/zyy3HVVVcF2WQiItI6v4bd8vLysGHDBrz33nuora3FihUrYDabkZubCwBYvXo17rrrrsHzf/jDH2Ly5MlYunQpjh07hpKSErz44otYunQph92IiMi/8MnOzsbvf/975Ofn4z//8z9RXl6OoqIiJCX1zzAzm82or68fPP/iiy/Gxx9/jJaWFtx66614/PHHkZeXh4ceeijkv0Cgi18j2QsvvIBbb70V06ZNw/Tp03H33Xfj2LFjSjdLE9atW4f4+Hg8/vjjSjdFtcxmMx544AFMnz4dBoMB6enp2LNnj9LNUiVBEPD0008PfnalpaXh6aefhtfrVbppsomy2+2aXXhTXFyMxYsXY926dcjIyEBBQQE2bNiA8vJyTJs2TenmqU52djays7Nxww03QJIkPPvss6iqqkJFRQUuueQSpZunWlVVVbj33ntx0UUXYf78+cjPz1e6Sapjt9uRmZmJjIwMLF68GAkJCWhoaMBll12GlJQUpZunOuvWrcMrr7wyuBby6NGjePDBB5GXl4cnnnhC6ebJQtPhc9ttt2HmzJl4+eWXB4/dcMMNWLBgAVatWqVgy7Shp6cHSUlJ+Mtf/oI77rhD6eaoUmdnJzIzM/HSSy/hueeew4wZMxg+I1izZg327t2L7du3K90UTbj77rtxySWX4H/+538Gjz3wwAPo6OjAxo0bFWyZfDRbWHRg8WtWVtaQ42MtfqWhenp6IIoi4uPjlW6Kaj366KNYsGABMjMzlW6Kqn3yySeYO3cucnNzcc011+DrX/863nzzTVY0GUVGRgb27NmDEydOAACOHz+O3bt341vf+pbCLZOPzwoHajWexa801MqVK3H99ddj3rx5SjdFld59913U1dXhjTfeULopqnf69Gm8/fbbWLp0KR599FHU1NRgxYoVAIDFixcr3Dr1efTRR9HT04P09HTExMTA6/Xil7/8Je677z6lmyYbzYbPgEAXv1K/X/3qVygvL8e2bdsQExOjdHNUx2QyYc2aNfj0008RFxendHNUTxRFzJkzZ3C4e9asWairq0NBQQHDZwTFxcX44IMPUFBQgOuuuw41NTVYuXIlkpKS8LOf/Uzp5slCs+EznsWv1O/JJ59EcXExNm/eHJY6e3pQWVmJtrY23HzzzYPHBEFAWVkZCgsLcfbsWUycOFHBFqqLwWAYNrHg2muvxZkzZxRqkbo99dRTeOihh/CDH/wAADBz5kw0NTXhj3/8I8NH7c5d/Pq9731v8LjRaByy5oiGWrFiBYqLi7FlyxZce+21SjdHte68807MmTNnyLG8vDxMnz4djz32GHtD58nIyMDJkyeHHDt58iRnnY6ir69v2IhDTEwMRFFUqEXy02z4AP0fBkuWLMHcuXORnp6OwsLCIYtfaahf/vKX2LhxI/785z8jPj4eFosFADBlyhRceOGFCrdOXeLj44dNxLjgggtwySWXYMaMGco0SsWWLl2K22+/Hc8//zyys7Nx+PBhvPnmm/jNb36jdNNU6b/+67/w4osv4qqrrsJ1112Hw4cPY/369bjnnnuUbppsND3VGuhfZPrSSy/BYrEgNTUVzz77LG655Ralm6VKo81qW7FiBZ588kl5G6NBd955J6daj2H79u1Ys2YNTp48iSuvvBL3338/lixZwnuwI+ju7sYzzzyDLVu2wGazwWAw4Ac/+AGeeOIJTJo0SenmyULz4UNERNqj2XU+RESkXQwfIiKSHcOHiIhkx/AhIiLZMXyIiEh2DB8iIpIdw4eIiGTH8CEiItkxfIiISHb/HwPtLppVoehzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"A\"].plot.area()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "micro-fossil",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.area()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "offensive-picking",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XvmxQetsL2GjKKVMDNrqGiEWXj2wr9d0FoBOowrALQPEMNrqBJPPkU/9nsPG4i9HLegAyk1Lwi2i9cyFiEHy2ETf3e0rdi4Yp+oxnFgXkxmDjhCuN+r7JflTXVtvJ7Mig9LYHEBHMwpe73+dIPIsOhsHffuahUgpVOYUKaq4EF93AxtNIPIWZftxZNgxw16HX7zE2x1hDIdhZR9xB8NlG3NzvKXV7UHHJ50jqfqdE6LQ7tJKYerxP6uy9vo9YsPFA6WAPIOFVJJ4F6BrGKdQ2Zz1LoZRGVe9B+RVQPja8ik3msOE1zMwTjv04wF2FVjfzibMIEaHg76zC/SD4bBNW6vf0Mp+45FO2wmhuUWKRJMVYw+Xm/sgw+ow3pQakgz2AiMUsdC0TjKO768Ko6/fsIJTyUNXT4JVQysd2LmHTOrZ9CTP3xX2TmQ+wO2h3adZh7MgGBX+Q+dwRWLHf0w0+ue+R+5ojqXEadCLUmy3qUUQrSfZy2Q59xpuH5O1B5rPLsO1X+hR3G152QWGX1MWdFcO94BVcAGq/gs1a2OZZzPyXBwHoLkFucsLECdimWYxSepD53ClYrd/TQ1QKqBlhKLOgFGkYY0W43Kzv/mJvhi6A0o7xZtMu6y3a61XdFRBrsAvPuu9NiGRNVGF8V039nNjofaADUB62dQ7JQ2zjK9jGC7u2jgH2Du2oAd19RmYyAr+wo2QD2ETw+chHPsIb3/hGDh8+zDvf+U6efPLJNW//h3/4h3zLt3wLJ06c4L777uN7vud7OHfu3JYXvF/R13O7qd/TQ9z1ATqS5iCCn+XMRxGzYYcw21uKq1JqUSnZ9IzlBqW33YBtnekPedrO5XUtE3YKyiuga/eitA9KY1svO325+acwzTO7vp4Bdhc9ZQMrhtxkO15ygw0Gn0996lP8+I//OD/yIz/C448/ztve9jbe+973cuXKlRVvf/HiRd73vvfxjne8g8cff5z/9t/+G3Ec8973vndbF79fsLTf07mp39NDVHLBZziHSmYo5IZ2mmCt5UqjvttLvhV9mZ3cfWX1vV3PXQAxKab+PAA2ayF5iCodQHl7IzyrvBK6ep9jwKGwzTPO1mH2i9j2K3uypgF2Bz2mW5LFiFgKwc5n3hsKPr/8y7/M+973Pr73e7+Xhx56iA996EMcPnyYj370oyve/plnniHLMn7qp36K++67jze+8Y3843/8j7lw4QJzc3Pb+gD2A9bq9/QQd4OPUnA0yfFyi1hLI4mZ6rRJ8j2er9A9xps4e4VB32fHYRsvgEmWWyYUN2aZsFNQvvMCcgEITOMlRHLymT/psvAGeDWiN+PTiVto5VHc4X4PbCD4pGnK008/zbve9a5lv3/Xu97FF77whRWPedOb3kQQBHzsYx/DGEOr1eI3fuM3eMtb3sLExP5QdN5OrNfvAbCeJg2c3txYaihZKOQu+FgRrjb3drBTLSEdOGO5QdltJyF5iGm+5L5PFxATo0oHXdlrj6H8Grp6T1fSx2IbLyE2I5/+HDaa3OvlDbDNMNbQiZ3AbJpFaK13JfNZ950+NzeHMYaDB5fLuR88eJDp6ekVj7nnnnv49Kc/zfd93/fxoz/6o1hreeMb38gnP/nJNe/r7Nmzm1j6chwComhvmuQzWUZuhba1WGvxUeT5rSyhTqDxE2f5cCDOmI4TEmWZaTZI44SaFYIdbvItxfz8/OIPklNI3PNn01my+BXanTPO5XQAYGvvz5tRjJ6nkE6DCIXkPKI0mXgQzq9/8C5Bm2H8fBIkQqKnyAqnkflPElbejvVH1z1+O5+vuwF79XyFSYvZOTdj1mg1UEpTr9exYlFpgSC9/XU9+OCDq/5tw9usm4fd1nK8nJqa4od+6If47u/+br7ru76LdrvNv/pX/4rv+77v47d/+7dXZVGstdD10HgeyuXy+jfcZhgRIiv4WojzHB+oBf4tZTeAtFpEhy74HLKay6JIgwKRCAdLRSJfc3h0d/xV5ufnGR9ffl+mMesM5bSPNzLKkRNHUIWdsdC903D27NktvT+XQrIW2dUvgoxj4xms8tHVU+jigW05//ZhHEmGnP6bGCr+LHr4ISa8CwRHvxVVGF31yO18vu4G7OXzdW32AnPZBFYs9fgGtfIoE2MTWGs5euAoD96zM+tad1s7MTGB53m3ZDmzs7O3ZEM9/Lt/9++oVCr87M/+LI8++ihf93Vfx6/92q/xxBNPrFqqu1OxkX5PD72+D0qh85xjsSvX5dbQSVOutZoYu3eT5f3Sm02dnP+g9LYjMAtPO8sE6Vom+BVUYX+aujkvoKN9q3XbPOesGCb/EMn2kTr7ALeNXr8nzRKsyK6U3GADwadQKPCmN72Jxx57bNnvH3vsMd7+9reveEwURXjecj+d3s92Dy+uO4GN9Ht6iIs+0v27EsPRyOALeEqxEIdkxnCjvYfmXn3Gm+kay9X3bi2vUthkDtu+CIDENxAx6NL2WCbsFHTpoLNj6A4h2/YFbB66AJTvD4HcAW4fPZp1mLTQSlPcL8EH4AMf+AAf//jH+djHPsaZM2f4sR/7MSYnJ/n+7/9+AH7mZ36G7/iO7+jf/lu/9Vt55pln+Pmf/3nOnz/P008/zQc+8AFOnDjBm970ph15IHuF9eZ7lkK0IumZ3FnBAw5YBShSY4izvTWbU33GG0jWGdCtdwBmviujI8ZZJgS1bbNM2Emo0mFUcWLRC6hzCZu1yCf/YOAFdAfDiu1nPnEadpUNdn7GBzbY8/nO7/xO5ufn+dCHPsTU1BQPP/wwn/jEJzh16hQAk5OTXLhwoX/7d77znXzkIx/h3/ybf8Mv/dIvUSqVeOtb38onP/lJqtWd1avaTWxkvudmxCWfUpI7EU8RDqfCdMUFoLkopBwETHVaHK0N78IjuAk9jTftO1+fQeazrbDRDSS64b4PryEieKWdEw/dTiiloHwMxEBaR5I5rPKcUvvkY/hHvwml92Y+aYDbRxi3+9Wo3GT4no+3S4zLDd/L+9//ft7//vev+LcPf/jDt/zuu77ru/iu7/qu21/ZHYDN9Ht6iEoBo43uTtEYanFKbXSIZpKQmJzE5FxtNDhSHdr9i1LPWE6Umz/JWohNBxeVbYCILGY9NkeSOXRhBPzaHq9s41BKQeWE2zhlTSSedmQJIJ/6P/iH37UvqOIDbBy9kpuIkJmUaml41647+7fQfAdgM/2eHnoyOygFJqccpgwXSyjlej9zYUiYpcyGnR1c+cpQSoPupty2J7MzMJbbDkh4GUncgLUNLwMKdYdkPUvhrBh6XkA+NrqOTWaRaAoz/bmBF9Adhl7JLTNObWWnxUSXYhB8toDN9Ht6SIoetkc6sBY/yynllmpQABRxnpEZw5Xm3pjN9RhvYlNn5TwovW0ZIhYz/7T73iRIWkcXx5yXzh2IpV5AzorhMjZdwIZXMTN/MlDCvoPQk9UJkzZKKYo7bCC3FIPgc5u4nX4PAEqR9LKfrmFXKUoYLpa6f3a9n1aSUI/3YGjWWyKzY+IB3XobYFvnkcyxGJ14qLcn4qHbiVu8gNoXsWkD276AmfsiDALQvoeI9MtuURKilTfIfO4E3E6/p4eeyCgiIEI5TCl4HpUgQKEIs4zcWi7vgeBon/GmNAxIB1uG2Bxb71om5CGStxxrbBctE3YKy72APGz7PDZvY5svU0he3uvlDbAOorSDMU5TMssTPO3he8Gu3f8g+Nwmbqff00N/2BTA5JRCZyg30st+gPkopB5HNJNdprF6i8GnR7celFFuH7b5Un8WxmU9wR2f9SyF8wK6d9ELqHkWMRHF5DymNVDC3s/oldwEcTYKQXFXe5CD4HObuJ1+Tw9LlQ4whnKYgAhF36fk+yilaGcpRmT37RaWGcslYBIwg0HC24GYBFN3Zmw2ayCma5mgd293uRtQXnG5F1DzDNgUW39ur5c2wBrokQ3yPMOI2dWSGwyCz23htvs9XaSBh+nq2ylr0cZSSFz628t+EFjoms110t0zm3PGcktldhiU3m4TtvHC4nMYXu1aJqwsSXWnw3kB3YtSGkERZDeQrDmQ4NnH6Pd70g5K1K4pG/QwCD63ga30ewBQajH7WUI6ACj5PgXPQytFK3VaS1d222p7mcxONiAd3AYk72AaXcuEZB4xiZOoeRXPwSi/gvIqKBRKYgTBRtf3elkDrAAR6Wc+YdJGa2+ZppvaBRm0QfC5DWyl39NDvJR0YG2/76OUYqTUu/gLjSRmutMm3k2zuX4zXBAzMJa7HZiFZ0GME2iNrqG8MmrfqVbvAIIhwGkXSt5BwkHw2Y9Ispg0c9ecLE/RWhN0HXRHpqe559nnCJJkR9cwCD63ga30e3qIiktJB4ZyuFhaq/gBgafRStGIe2Zz9S2ueuPoM97wXOlkEHw2BUkb2PZ59308jdgMXTq0r8VDtwuqG3xE+Ug8i40nETsYPN1v6GU9glM2KPiObFCdX+DwK69QjCLuefZZgmuXd2wNr/5PwzZjq/2eHpaTDnKKUdqfjVBK9ed+jFiaScyNdovM7NKH2OvNHGkwMZI1BpPrm4CzTBA3pBtNovwq7FPLhG2HLjnmGwryDtgciaf2elUD3IRev8eYHGtzCkGJUqvFsbNnUQKIJZi+zoE/+zzsUNVlEHw2iS33e7rIfU3udUkHYtHWUowXs59aUMDXGk9p6nGEsZZrrd2RulHa715AcIy3rpbXAOvDxjPYjtstSnQDEYu+A2V0bhdKqcXsxyaIzQZ9n32IHs06TkNEoGYUJ146g7YWENTCLIjQOHES/J3pUw6CzyaxHf0eYDnpwLpgVlpSenPZj5O6yK2lkyZcazXJd8kPqS+zY3rGcvVdud87GSKCWVhimZDMoIMhCPZAoXwPofyh/veSLiCD4LPv0F7i4RMInL5wGS/PAUHV58DkTB0cJx4Z3bE1DILPJrEd/Z4eolJv3sORDsrh8gZfrVDE06prNhc5s7nWLmUgfdKBdQrXA8bbupDoBhK5EpOznpY7Ujx0ywhqTh1d+UhaR9LGgHK9j5DmCXHqpLuyJGJ0bp6hxAUemguQpcxNjNEYGVr7RFvEIPhsAtvV7+lhUelAQZ4vy3wAtFIMFYr0zOaiLONqq4GVnc9+FuVflGMtDTKfNbEs67FZ3zJBBXeOZcJ2QSkPq7reUCYaUK73GXpkA8RSmr5BLTVoFLSbqCSmMTrM/PjIjq9jEHw2ge3q9/SwSDoAZQ3FOL2FXz9UKKKVy37mo5A0z5lqt2/7PjeMvsyO53x9BsFnTUjnIpLMA05GB6VRpaN7vKq9g2in2C2SDyjX+wytsO7ITVcv4McRFdEQtVFhm06tyvTBcUeE2mHcERNvSZIQx2trnKUPvpuW3lkNsthaTliLAKPGEihFcQtlNwB1T4K2jvKoxDKcvEKDxdKapzW1QqFvNhebnCvNOkdqO2w2p4uglGO+2MRdQEyC8nZPcv1OgYjBLDzjvu+yA3XxAMov7/HK9g5WV4EQlO9cT7uUa6W9vV7aXY9WWEdNXyNvzCJAJclQrRZxtcyNIwd2JfDAHRB8Oh1nqjY8vLbDXm4fwNvhPC6wlmEBg5AL+AqckfAWzpkZvG4fSZTGz17D5elnqDfP9G8zXCzRShM8nNlcyfOZCTscqu5cSadvLGfiJcZydVT51SOKuV2wrXP9noYTD/VfVeKhtwNRBdABymaQtfuUa1U5ttdLu+vRufwV9MIMWZ6graXW7JCWClw7egjRu1cM2/dltzzPqVare960FQHTTay65DRXJ90i7JLHpRQMV6rUhpZ/QH2t+2ZzSZ6RGsOVxs6rTS8ay2WOvZXVd/T+7kSIzZyaAWDzzhLLhLs8Q1Sq3+9ylOt80PfZB7AXXiS+7tTGTZ6i4ohA+1w7dhjr7W5Wuu+Dz36BYfFCLzjbg+0Ih7K0bCeCsoJa4WUZ6Vptq27vp50mLOy02dwymZ140PdZAbbxohvEBaRz2YmHlg7t9bL2BZS/SDGXdH5Aud5jqMmrRE897n4wFhu2KIpm8thh8mD3i2CD4LNB9LIe6X5t1xNn9fIwpq2s6AIZeB5lv2c2l5Jbu+N2C4uMNw1Za0C3vgliYkzjK+77tIGYCFU8+KqzTLht+DWXzitvCeV6F8gyA9wCNT+D/8XHaJnYlW4WprFAPDxCWizsyZoGwWeD6GU+lp4Ezvad2/ZehW7M8fOVpWxGbrLa3nGzuaXGcl269cBYbhGm/rxT/QYkvILSxVetZcLtQGmvr3I9oFzvIdoN/D/5A5TJaZkYVZ8lt4ZmrYwq7Z2j7r4nHKyGT18IudFZvEibCLwdaguJwFgJvv349vZ7+udXisWcij4B4WYUfZ+y7xPlOWGaYirC5Uad1x86sm1rWQbl3CmVGEc6sJnT67oLZ1duhmRtZ5oGSDKL2BRdOTlgc92MYAjyDmJ7lOtrMPyavV7V3YM4JHjy91FpDAKtuWuQ57SrZfJAUVR79369Y4PPjY6hkS3uwm2m2CLreVVYhCR2AWKz/Z7nX3iRb3/P+3jzm9/Ip//Lr698fq3w+nFU8FbJfACGSyWidhsBFqIQTyk6aUq1sP2pc89YTvLOEmO5hbtycPJmmPqzILZrmXCja5kwsdfL2ndQ/hDCJOge5XpqQLneLWSpy3g6LSeicvUVOhIhtSHaBUFhKLB3r8Og7LYB2C30e37jNz/F3/6//jovnznH2XMre9ovZbwhgpevrmBQ8nyK/i6azd1iLLeD93WHQNI6tu1eS4mmupYJh+8Ky4RNw3Mq1woFedu9h5LpvV7Vqx/W4H/hMXR9DgA1dZVOaxZbrkC5RoYlwAkX7xUGn5YNoJdfbbbfE8cx//0zv8v3/I3v4t1/6Zv5rU98euXza7XspEoEL1tZxlwp1e/9iEA9jrpmc9nGFrVZLGW85R0kG5AOzPxTi5YJ8VTXMmFsr5e1L6GWUq5Nl3I9UDvYWYjgfemP0TPueVZz0+jZSVojw1AbxiLkYinsYckNBsFnXQjQy0M22+/5n7/7+xw/fpSHH34N3/lXv53/+unfJstWDhK2d8puQ798k87bUpT9gKBrtd1Mkq7Z3M7YLahlMjsDYzkbT2PDq+776PpdZ5lwO1iucj2PRNf2cDWvfnjP/xne1W6VpVlH37iM1IZpdGVzUjFYZE/7PTAIPutCtjDf85u/9Wm+869+OwBf8/a3Ui6V+f0/+OyKt7259FYKV7ewddmPG2K0Yml0zebSnTCb6xnLoZ3MTta6a50pRcRlPXQ1y+K70zJh0/CHbqVc5529XtWrEvrs83jnnnc/dNroy+eRchV74l6auGpKRzI0iuIe9ntgEHzWxe32ey5evMyffelp3vMdfwlwAeOvvOfd/OYnPrXi7W8eNr3ZXuFmVLtmc1ppGj2zuR3IfpTyQHfJDDZ1Tfa7VOlAwqtI7PoVtnMVUKjyIOtZDytSrsNB9rPd0FdewX/+T90PSYx38WUoFrEn78N6Pu2uTFYsORr2vOx2x7Lddgs3T7Vs9DrzG7/1KYwxvOPP/cXFc3VLatevT3Ls2HJ6tL0p+JR6ttqr3GHPbG4+isitpZ0mXG81OTkyir/N+kzKKyE2XWIs14C7jdkl1tljg3su0gV0YRTlD5h/G8LNlOvo+oByDTRTywsLGa1Q8YDIbW9k1NQ1vC//sfshz9GvvIT4HvbkfVAoEtq037POsPhK4+8xQWYQfNbA7fZ78jznk5/6bX7sn/5Dvvldf37Z3/7Rj/xzPvHJ/8Y/+od/f/l9KYUohRJBdenWQZqTFVeflq8VijSSGKyiHkfUCkVudAPQtsIrdW20715jOT+73u93OfFQjSrv0HzVnQwRdKONjpZn7ouUa89RrqNJRIzLrO9SXOsYPnE+JDbC/JxP8UbCO49tfuhT1efwv/gYyhqwFn3+K4BgT9wPJWdt0ZSuOLBAJpbaPlDhGJTd1sDt9nv+6LHPsbBQ533f/V089NCDy77+8rf/RT7xX/47dgU7bOmTDtx/a/V9YBWzueb2m80tM5a7C2V2xBqKyVn3vYmRrIkqjKO8u9cyYUXkhsLTZyk+fZaRZ1/Bm5pf/JtXAu273mGPch3P7N1a9xiX2zm/ec4FHhEhtfDkVMqLC5tkrXZa+E/+PirPXOB/5SVUniHHTkN1kejRsu5akrI/yAZwBwefo1WPkUD1v4YDYWSbv2q+MBwIQ4FwpCwbfrJ+8xOf5h1f81bGxkZv+du3vftbuXrtOn/8xOdv+Vu/9CY9W+3VGW893GI2Z3bAbG4p4y1vw13W87Gtl9HWibjazqWBZcJKsJbC86/gNdx7T4ngX7jeZ28qpfqst0XK9d3Z97nYyvnE+YjUusDz9FzG001NaoTfuRwzE22Q0JNEBE/8b1QSgYC6dA6SCHv0JDKynPrfy3xCyVy/Z4/JBnAHl93+6r2VZT/nC/Vt9/MJrWCW+PdstBz70X/3/131b/ecOsHlV55Z8W/LGG/GrJv5wApmc/kOmM0tM5ZLkTxCTLwkI3r1QmzqNNwAm7WRvOMGSr29EWPclxCh8JULeHXnaUTUIWg30JUKqhMhNfdZVcFQP2uWdKGrcv1Ve7TovcH5Rs6nLoTkAlaEp2czmplFAU/NprztUIFPXYj43tdUKflrfH7zDP9P/hDVccaT6vpFVLuJHDqCjC9XVReRPtkgsrljug0yn/2LnfLvWfM+e5mPUmDyRdLBOhju2i14XcHRKMuYCbePyqqUcgEIwLiAeLfM+/QsExBBwp5lwiDr6UOE4MwlvNku0zKOUK0GKs/dsONMffG2fq1bu/aQbMHRru8iyvXL9Yz/uiTwPDWT0swsB0seWkFkhBcXcuYTy/+4HK0u4ttTL1hwZUs1dR21MIuMHUAO3mrWF0lO3u1eZxg8pfH3waV/wyv4yEc+whvf+EYOHz7MO9/5Tp588sk1by8i/Mqv/Apf/dVfzaFDh3jooYf46Z/+6a2ud9ewU/49a6FHOgBQYtHWUojXrwEvNZuLd8hsrtffEMmdsdxd0PcRm2EaLwKgbMtle8WDKH3HFgy2FyIE56/hT3Z7O2mCai6A1oBAEuHN1vs3V9pHedWu1E6Pcn13qB18ZSHj0xcjV0mxwpdmUtq58OBIwCNjPhMFwVeKqchwtZ1ztpHz5NQKZXcRvC8/iZ52JUs1P+OUDIbHkGMnVyzP3Ew2KChvX4wHbCj4fOpTn+LHf/zH+ZEf+REef/xx3va2t/He976XK1eurHrMP//n/5x//+//PT/90z/NF7/4RT7xiU/wtV/7tdu28J3GTvn3rId+38f2lA7WL73Botmc7mY/22421yuxiXVlt7sg85Fo0il5A34+4ywTSgf2eFX7B/6lSfyrXZ22LEXV55Bi0N2paVQcojsxKlxi+9F3N82RPLwr1A6em8/4zMUI2w08fzaTEubCa0YDjlddIDhVEmqBItCKc42cZmr53I2E843lMlveV76Ed+Wc+6HZQF2/hFSHsMdPwyrU6Za4a0iG3TdkA9jgNfWXf/mXed/73sf3fu/38tBDD/GhD32Iw4cP89GPfnTF2589e5Zf+7Vf4+Mf/zjf9m3fxunTp3n00Uf51m/91m1d/E5iJ/171kKf8YYjHZSi9UkH4MzmKl2zuahrNnd5G83mFmV2fMjvDpmdnveM2BRlU1Rh9K6mBi+Fd22G4OIN90Oeo+qzSMEnOz2BrXRLtJljYC3LfnruptpDktk+5frViqdnU/7npQgBciv86UxKYuG1owFHK4vvJa3g4bGAQIOn4Zm5lNQKn7kUsZC4kpk+/xW8l59zB0Qd9OVzUK64WZ41LLBbvX6PuI3UfiAbwAaCT5qmPP3007zrXe9a9vt3vetdfOELX1jxmN/5nd/h9OnT/MEf/AGPPvoob3jDG/j7f//vMzNzZ1Ar96Lf04PtD4i6vs9GMx9wvR9YNJtrxBGNeJvM5noyO0q7zCerI9tM6d5PEBHnPQNIMucIF8HQOkfdHfCm5imc7VY9jEEtzIDvkZ2eQIo+dngxSyaNl/d97iLK9ZdmUn73irNYz6zwp9MpmYWHR30OV24NAEVP8dBogFIKEXhmNiXKLZ+6EGIuv4L37BfdDdMU75UzUCi4wOOvPrMjIrR6TDeb4e0TsgFsgO02NzeHMYaDB5c7NB48eJDp6ZWl0S9evMiVK1f41Kc+xa/8yq+glOInf/In+e7v/m5+//d/H73KBP7Zs2dv+V2pVKLY1TFb74GsNDtzOzCyqEZgReh5ve2Gh6cFRCzWWiRN8ZohcSdcLr+zBjwREpPTyHKqSvPi9au8ZnR8xdvOz8+v+PsVIUIhTUEMolKybJp2/CziVTd+jlXQyuFiqLmRKAIFXz1qqO1xW0WbFtW2u8AGyQ2U8llopqA28Zy9ChEstKidvYbpjgMUmvOIUkTHh7CSQ5SjCkJFKXJjsc06uYX6jSlsd2DazxTaRIAhzadJO39KUnrt3j6wbcYzTc0XFtxFPhN4rqmxwP0VixfCfHjrMfNz7r01YRVXY0VH4EtJyFvtNM9ffYL7SgZlc6pXzoNShGOHsa0QWOFkXSQY6trR3zskWIQsT8g3sJm2YllYWFjxurxRPPjgg6v+bcMf8ZsbVLKGFIS1liRJ+NVf/VUeeOABAH71V3+Vt771rXz5y1/mrW9964YX2mg0KG3A6jWPWDWobRaZFXreouDSw11r0CkQrdGeBqXQvscoHnF5/QAMcCDwmWq3ERFihEQrirXaLWZz8/PzjI+vHJRWg203kKwNWPTYOIcOj6OrpzZ1DnDvncnIcraRc7aRMR1b9yR3Zzaf8zz+1gOVPW2KmsZXMHPjTkx04RJhVmZ84u7u9+h6i8K1eWe9LBY1PwNBQHbPOMWh5Z9RW25SzHCkhFIJzyhM9/0mqcZ2MkRyKhWFNwzBidUvUncanphMONtOGJ+AJLf86UxGqezKahOlla9R83PzjE+452dMBNXImY0sfrjAWyafJtYl4oLm5I2XoFzCnryfYm19QdsZE1LJ2k6pyyRUlUfVq6x7HLjr+NjY2JoBZCtY92o9MTGB53m3ZDmzs7O3ZEM9HD58GN/3+4EH4P7778f3fa5evbrFJe889qrf07//3sCSdelWKdp46a1nNqeWmM1d3i6zuS7dWrq22pthvBkrvNLM+b0rMb/8Qpv/cKbDE5MJ05HtnlOYjw3XOznXOobzzZX9jHYLvQFIyZsgFqu3nuHdyVCtkMJzr6CsgAhqYRasJTs5hh26dXOY17qbJbGQpWtQruuvGsq1iPDZ6wmP33Cf1zi3fHEmRSl43fjqgedmKKV4cNjnoA159+U/pt5JyIxw8co0jVSQY/fABgIPQLNLNsixGLEU99Fo57rPRqFQ4E1vehOPPfbYst8/9thjvP3tb1/xmK/5mq8hz3MuXLjQ/93FixfJ85yTJ09ucck7i73s9/RgvCU6O9Zsqu+zktncTKdNtIqP0GbQl5MRnDjkOqSDOBdemM/4bxci/s3zbX7rfMiXZ1NaXftzY4XJMOfp2ZQ/vpHw1FzGmXpOYoQnJtNtpYpvBmLTvnq1xHOgfaze2G7x1QgVxhSfPYcyxgWe+iyYnOz4KHZkZYmhfvDR2jXHG21I3XvQUa67Ktd5+KqgXIsIj11PeHLKfVaj3PLF6RRPKV43FjBW3FxVpmRS3jf1BDUToYH27BySpfzuxJtoDK+86V8JrSVK1gCFfeS2u6Ew+IEPfIC/9/f+Hl/1VV/F29/+dj760Y8yOTnJ93//9wPwMz/zM3zpS1/iM5/5DADf8A3fwKOPPsoHPvABPvjBDwLwz/7ZP+Otb30rb37zm7dl4d4XH0PPzy7+HNW3JUOxIlS7GU8uboPmKTAj48RvetvW72ADMJ7GVce7w6YbkNlZirIfUPA8UmNoJglj5QpXmw0e3GrZqMd40/6qGm/1xHKu6eYULrfzfgDvITHCjY5hNja0c0EEAq0YLmpaqWBFONvIKHqKCy3DfcO7v1OTaNLt2AFM6Jh+cncqGqg4pfDMOVTXWVc15iHPyI+MYsdXzwal4CGlABVnqMy9f73ZBuZY9z0YDLnA06dcX4fhO7P0JiL8/tWEL826x9nJLH82kxJoxevHA4YLm7vga5Pz6JnPMpw0KRQ1nYUF/DzhuZGTzI2cppMm/K3CdXy1/uasRzboe/jsE7IBbDD4fOd3fifz8/N86EMfYmpqiocffphPfOITnDrl6v2Tk5PLshytNb/1W7/Fj/3Yj/Ft3/ZtlEolvvEbv5Gf+7mf27a+jJ6fRUWLGmYqCrenPCZOw00A3f1eKwVsrtH8T/7pT/LJ//qZ/s9jY6O8+U1v4P/+iR/hgfvvXfNY4ykEhVKCspZinKGNxW5QP6hntzAbhn2zOU8p7hkdpeBt4WLuFUGBEgUmRvI21qRMJ163f5MzdbMulQidXLjaMdQTS5i7flrBUxwue4wXNeMlTaAVX1nImI8tM5ElMcIfTybcO7T7A3H9kptNEZuiC+Owt1XAvUGaUXj2HDrpbn6aC5AmmEPDmAMrB56GMUzmOXmec3y4wIE4w7PGld5m6/3g41Sup5ZQrm/ckSrXVoT/dSXmmTmX1bVTy5dmUwrdwDO0ycCjxPL6s08w3HIb62OdadK4wZeG7uPLw/czlAoUS/zvfIJ3B7NrnisV0894UjFopfYNzRo2QTh4//vfz/vf//4V//bhD3/4lt8dOXKEX//1X7/9le0Reny5vqL1Fq57f+7rvoZ//Ys/B8DU1Aw/98Ff5O/+/X/MH/3+f1vzOFGKtOBRTHOwFhBKUUJY27iKcjUoUNcxuYVGHDFSLHGt2eTesc2RDJaiZyxnTUoztdQbGZ9/4QaTZrmIoYhQTy3XOoZmKsS54Gso+poTNY+Jomak6MRQl+JkzWM+tngKzjZyip7iUttwemj3sh8R6WqOgSSzQJdivQGliVcVckPx2fPo3oBoq4GKI8xEjfzw0C2N0NhaXkkzpvK8e7hlpqAJKppRo5hI2owvBOgsQwUBeGVHubY55J0+5fpOsqmwIvzPyzHPz7v3RjO1fHk2peS5wFMLNrnRFuGhV/6UAwtu8zPUnmeifoN2ZZjJ8ZMorWimlpKn+DIjHFUJb/Zbq56uV3IDN2Ba3CfKBj3sn+7TPkEvkZV+7Ln9F6tQCDh00O30Dh08wPt/4P/iB/7OPySO43UZfHHJd8FHrCMdhOmmgs9KZnPXWg1Ojozg683vfmKruRCVaXcOkSUtcgFdyjGFBfDHMFaYiQ2ToaWVWjKBQEPV1xyrugxnKFBrvvmHApcFzceW2diQGp/P3Ui4p7aLH5qsjuSOuipZE6UD8KtAfXfufz/AWArPn0e3uxTeTgsVdbCjFfJjI8sCjxHhSpZzOcsc/Rq3gWtZy1DgoX2PeWWZxyBE+OfOMXroAOOlMiO6imcbzqZCchf075DgY6zw25diXqy7wFNPLE/PppR9F3iqmw08wL1Xn+PY9HkAylGLw/OXiUpVpifu4R12igVVoq0CpmPDiYrH/8oPckinHNcr94R7ZAMjghHZc+fSmzEIPktgl0zybLeeW7vd4bf/5+/x2oce3BB1PC76jPQXtjGF65uxaDanWYic2dz1VotTGzSba+Ye58IK56IqV+ISRhQnCDmBo1sbm9PqLPClNKGVCVagoBUjRY/xkmaiqCmvpcy7Ak5WXfajgHONnMIuZz/9kptYxMToYBS1j5q0PViBqbRASVvGgm2sCVrbVajulrTDDqrTwg6XyU6M9QOPiDBjDOfTjLg7XydA3RjqxpBby3yWMezBUGopKvCNJWt1mCwXmGw1wSYMScRoAcb9aUYL1/DG37J9j2WHkFvhv1+MeLkrfbMQG56Zy6gEijeMFzb9ngc4NXeBe+fOAFBII47NnCcJSkweOI3VHkUs32Cu8bv+PQiKG5HhRNXnv6ZH+H8Vr1JVt6pE9Po9seTIPpLV6WEQfJagl+30QtBWA89nH3+S177+awAIw4hjR4/w6x/9txs6Nip1XxqlIN+c0kEPPbO5ehyTWUOYZVxrNjg+tDJNUwSms4ILOGGFqfTW2aKGqTIhQm6FThYRyzwJcKjsymljRU3Bu/1nbqjgzrGQWKYjwwPG54nJZBeDT7fkljVBjGuM7zOIwG/PHOJM6Pou7z4ww+tr2+DhJEJw5jLeXE+hOkS1G9hqiezkmNOAAVrGci5NqZvFC17HWmZzgwFKSlPVkCpNHHiUwoxUBBWFaJMRVwsMlUv4KqCRGhoZXIquUWykHMjGmBg9xfjQIYrB/rPsyKzwqQsRr3RHAeYiw3PzGdVu4FnTBmEVHJy/wgNXn4FyCT9POTF1ltwrMHngXoy3qF4wRso7zCR/7B3FCExHBlX2+XR2mPcF17l5Dr1XdmtLuq+UDXoYBJ8l2M5+D8Db3/YWfv7n/gUA9UaDj/2nT/A3v/f/zWc+9Z84dmzt8kJS9BdttcVZanuZwQSbewMNFYo0kwRQLEQh1SBgqtOm97E2AlfiEufDCueiCo38VqmOOBdamSU2QkFKnCgIvhIO+iHVQgdTDfC2iUgCrvezkFiUgnNNl/1cbuec2mHZAzEpkjipFyep4/cN0PYTXgqr/cAD8PjCGI9U27dcfDYFEYJzV/F77qNJjGrWkXKB7J5x8DSpCBfSlBu56dPgMxGmc0MslgDFQd+jphTGgOd55J5mfC4kBFq+xVgharZYSGN8rRlRhrIHvgipMUzOvMR0w70GtfIIE8OHGR86xEh1YtvISreL1AiffCXkUtsF3ZnI8MJ8Rq2gecN4QPE2Nl0jzRled/ZJEgRtDScmX8ZqzeSBe8iCWzd/90qLOVviRT1GlLve6sVCmT9SE3xzMNe/XS6WsKvllordd2QDGASfZdjOfg84aaDTpxcVAN7w+kd43aNfx8d/85P86D/5B2uvRSuSgkcp6ZEO3LBpJ9jcvMlKZnMX6g08fYSZmYNciCrEdvmHWgTC3NLKhNQ4Qz1PwbCfcqwQca/fpqJTDAWm/JSSSsjYPkvp4YJmtKipd7OfB4d9nphMOfXADgef6LpT7YY+xXq/mcblonh8wRE8citMR5ZjVZ+rSYlTpdvX8fMvTeJf62qsZSmqMY+UAtLTE1hPcS3LuJhm5Ev6OrN5TttaNIoxz2NU6y4z1EEpRaAU5VLA8YUIK0Kr6nOjJFyrBc76XRTGJIDgmxl0bimPVigEJdpRg3bU4NLUy3iez1jtAOPDh5kYOky5uLtDv4kRPnE+5GrHBZ6p0PCVhYzhgub1txl4/DzlDS9/Dm0NSiwnJl9Gi2Vy4jTJGo/vzXaGeVVkSlWoJ5aiVnyeUY7qhNd5LgPuldzAefgEylv22uwHDIJPFzvZ7+lBKYXWmija2EUiKgUu+IibKi+FKZ3hzQ87DhdLtNIED8XZltDuVEh0jfJQrX8bI0I7E8JMSKybv/E1HAhijhfaHC90GPbdTirIPZSAj3uDV2yDhrd9wQfgVM2jnnR7P82cwFNcaeec3MHsp6dijUkcxbq4/+R0vtwc6menPUq6EeGlTvW2g493dXqJQnXWV6hOT08wp+BcFBMu0U1sGMO8sQhCVWvGPY9gjQtbq1ZkfCFCoxhOM2rNFE4eJgOyPKCYpbRyhTUJJl5gZvosnhdQ9EvUyiPUyq5MPNuYZLYxCUClVGN86BDjQ4cZrR3A38oIwTqIc+ETr4Rc6wae652cM/Wc0aLmdWPBbZeZj8xepJC51+zU3CUCyZieOElYXlu9wAO+3tzgd/x7CJXvCAhVj/+RHeSgSjmkU5p2Odmgug/7loPg08V293sA0jRjesZx8RuNJr/+sd+k0wn55m9654aOj0s+dMvvmM0pHSyFrzW1oMBsYrmcVBkqCuQzpOYI7cw5KGbdadBACyeLIccKHY4VOpT1rY3MXJUoSITGoCWnLA0abC9LabigGSlqGollKjI8MOKyn+/eoeznVoq13nclt9BoPt9wWU+cC7FxoretVDjTqfJN43Ns9jroTc5RONeVvDLGOWL6HvVTY5yzOXPp4usfW8u0MWQilJRmzPOobKAUFpV8ck/jG4syOdpYKu2YznAFv1DlWKGJlpzQQFsXsLZAaCDJYqK0w0zjOoFfpBSUGa6MUSpWCOM2Ydzm6swrKK0ZrU50S3SHqZa2z0I+zC2/dS5isju/1jN6GytqXjceEGyh1nl0+hUAynGbStphYeIErerGRiHKGP58fp3/7Z/EoLgRWo5XPT6ZHeEHCldpdzOfRMy+8vBZijs2+NjxA+glc59CvqWIkXfLLZaurM5N5zIjm5+P+eMnPs9b3/5NANRqVe6/7zQf/rf/H97xNV+9oePjpaSDnr2CyG2JzdUKJZ5tFwBNmGUYawmbC4g/Qkkb7im5YHO4EBKsMzmdKVeLViIEElOxjTVvf7s4VfV4rpv9nG/kBFpxrWM4Xt3+D5Kk80juzPcka3Up1vtLUufzjdF+iXQ2cfNQKOjkQmQ9LsVl7itv3EBQz9YJzlx2P1iLWpgh04qzx0e4IgbJe0ofwrQxRFbwgYOez5Bemza/DErRqhUZa0SuhCzCUD3sZvGKmBJV1aHiWWqlAtWgxoJ3hCjpEKUdoqSDsTmduEkzXMDTHoWgRLU0xFB5FJ+AhdYMC60Z4HmKhXI3K3JfgX97pdN2ZvnNcyEzscv6rrRzzjVyxksu4/G3EHhqnQWGOu4CNtacItc+jdrEps5xkJi3mWk+7x0mt8JsbFClgP+eHeKUOEX2zj4lG8AdHHzM276RpXvyfOEKGxQAuAUi0O6WFTIRLFBQW+v4/OKH/iW/+KF/uYUzQFLwsEqhxSkdeLnBzwx5YfMv22VzhKZSBDSJc4NWmlP6FR4YOcCBINlUszrr0hWs8ihLi4rsTPAZKWqGC5pmujT7Sfjr929/UJAey00sYiJ0cWxfUawXMp+nWq4c084suRHKniERj8wKxgovdqobDj663qLwlQuorjWCLMxw3VecOVwl1dK3EJnLDU3rNgCjnmZU61uGgzeCVq3ggg8KsoyhZshkdyMVU6KKExYVE1HyGnjBiW7JbQQRIc2TfjBKspAsT5hrhsw2Jgn8AqWgzFBllHKxRpJG3Ji7xI25S6BgpDLuAtHwYYYqo+gNvK7N1AWeua6R28VWzoVmzkTJ45Exf0uBB+BYN+vR1lKK29SLVcxtBMkHpcGsLXFOj9DJhKK2vByUaeNzSqckYlD7kGwAd3Dw2U6YJf0ey870e24LShGXfCpR1tcaK4cJrU0Gn44NeC4+jvUSPNPECFRoc8Qz+FmOLoytf5Il6GU+giKQiLJ1ys+r2fhuBadqHs/Pu8d+vpnja8X1juHYNmc/tmvnLFkDsPuu5Pb4wjhGnMnYfGIZ8nO+qjbN481jKKCZCufCKrnMrav5pVqdZQrV9eYsLxehPlZBumzKlrHMGYMFKlox7nkUtlDKCisBRms860pvXm6odGLCWpmYIoJyHzoTE9gIT1KMchdjpRTFoEQxKDHKBNYa4jQk7GZFuUkJkw6tuIFWmoJfolysMlwZI/ALNDrzNDrzXJh8iXKxyhvu/Zp+H2kl1BPLb54P+w6irzQzLrUMB8seD4/6eFsMPNoaDs9eBGC4PYtGaJRH1j5oDbzNTrOgisypEvOJpaBjLqoiVTIyLAEabx9tpHrYfyvaA5ib+j376Unpl95EwMqmh01F4MvRKXLRGF2mLUN4ShhVc+QmoxE3idKNl2oArPIxyq3LkwyNoSzbMGeyAkYKiuGC221PhobcSl85eLsgJu72eRYp1gQbk6zfDVyLi31qdT21WIE3Vmc5EoSUtEEp6OSWxGpeCdcmfqhORPHZ8yhjiMTwfDjLlwpQHykjRZ9EhCtZxrTJ8ZXisO9xeIuBx92xol3r7uyt6ZfeACweKQW34ZMMEIpm9Wxaa49KaYgDw0c4efB+Thy4nwMjRxguj+Jpn9ykNNpzXJp+mYuTZ7g+d5FWVMdYQ5R0OHvt2VXPvZBY/vO5xcBzruECz6Gyx8NjWw88ABML1why9x4ebs+T+UU6xdo6R60OD+Gd5jolDFrBbOL8e14yVTqi9p2yQQ/76Tq7Z9hr/561EBeXZDk2p7xJhesr2Rg3MrerinOhpQ4z4XXwlaGddLDWMtOew9hbiQVrIVeu9OaTgghlqW/q+I1CKcXJmvvwCPBKVzF7MtzceteCRDdAZAnFuux6PvsAIvDYgus3WnHloANBwqmCm+s5WXBBP7OOev1SuDpFV8UJxWfPYbKM82R8PqkzpQRbK5KXAybznKtZhhWY8DyO+R5Vrbeted+qLSkr5RlDjbDP9Inp2YBYxGaUbHPD5w38AsOVMQ6PneTUoQc5MnaKsaGDVAo1QIjTiKmFK1yYfJGZxg0W2jMk2a3MwLnY8J/Odmimri91pp5xpW04XOkGnm16Ho7NuJJbkCUUsoh2ZQTZYmZSJefrzXUUgiainQuJwGU7jrdPC1x3ffDZD/49ayEqdS+CSoExzlhugz43ifV4KnL+SVYgMTDqxxwrWucTD7STDrnNmWnPbco/J6NLOsDik1HZxMVisxgtKIYKCr+b/RgrPDG5fdnPIsU6RmzmhET3Cc6EVa4n7sI8F7uA+6bqbH+DdE/RCUtqBY1UOB9WSO0K7980I3j6LJNJxOeJuZC0sNZgqgVmix6X0pTQWoa1x/HAZ9Tb/rmQTqWA1QqUQuU5fpb3M/le8EFpyENKprloa7EJaKUpF6uMDx3i+IF7OXnwAQ6OHKUYlPG0RzuqO2mgxnL/oJnI8PGzIe3MlSJfqufcCA1Hqx6vHfW37bkoJiETdUdrH29OYrVHq7K5svdqOCIRb7GzaBVhLLRtTkrAS3Jqo5eMXcVdH3z2bb+niyzQfWdTZS3aWArJxhSWn4lPkIjvgkwuaGV5XeESge9T9FyZIzc5cRYTpRHNeHWF3FvWpRalTwrSobJDmQ/0sh+3e7PAK62clxs5U9uQ/YgsGpnZZBbw9k3wuXmgtJMLJ4sdDgWLZdIJP6aqc5RyBmaZaM6FNxEy8pzk6TM8Fbd4QaXEaYQyOWHJ52KgWTCWktYc830O+h7+DqX+ohXt6tLSGy77AVICDJ777NkMhaFgt+5u6nsBQ5VRhsrd59HkREnI9MKio/JkaPj4uZB27gLPVxZcZn2s4vHQyPYFHoAjsxecIR9CJWqSFCqkhe2bkXutnWdcGigFiXUl2qv2CGfk8Lbdx3ZhEHz2cb8HcKSDXumtp3SwgdLbVDbExdRRN1MDxsL9wQ1q2pUbCl4B3/NRShFlMbnNWQjrJPnGyno90oHFp2TbO0a37mGsoKgFLvu50XHZz3b0fiSdA9MtwfQo1hv0uN9pPNUcot4bKO1aTbyxstzDRSk42c1+MguZEV4KF/sHaZpy7svP82dRnboykCbYLGM20Fwpuov9Yd/jqOdR2gX5mlZtiWTMstKbWlJ6c2rupW18T1VLbkPhaZ9GZ456Z44ki7jeMfzGuZCwG3ien8+YigzHaz4Pjvjbq6Yu0me5VcMGnslpVbcn6+khI+METUqSI0pIrI/B52l7nCm7PzZVPey7a+1uYz/3e3roi4ziaLHrDZvmovizyMn6WIEoF4a9iHv9yf5tlFJUggpKKRSKVtLBimWmNYPdQLkjo9h/snxSitLBk53zvFFK9bXdLHChlfNSPWfmZvO6TUL6KtYGMTEqqO0LinVkNH/SGAUgNs4T6YFSo68ysRSniq7v40pvlgtRmU4OV+rzfOnpZ5nqmi5KmhImCTO+ol4NGPc9TgQ+tW3s66yHTiVAVK/0llFIMopdr6R+6Q1BTLypvs96CPwCxaDsMsS0g4jw/PUr/Ob5kNgIIsKz8xmzseXUkM8Dw9tv4zHamqHcrS6MNqfJvYD2FlhuKyFRGRq4R1ooLEaVaOeCFcUT9j46+8iRd+8/ZXuI/d7v6aHPeOvbaq8dfF6Ij9GxbocZ5oJSwuuCi+ibKLie1lQKbpcvYmknHTKTM9fZgGur0uS4N7LfnaYu79C8Tw9jxVuznycmN0fAuBl9Feu0Aci+oVj/SWOU2DqixVxsKXmW11VWfl3GvIQhL1ssvaUNfv/SJBfPXsBGMQjEcUwjjuj4Gjtc5ngQMLYDfZ31YD1Np9LtY1rbLb258toi5VqDiQhsiJatvb5LUelmP8bkTLY7/N75iyTdwPPMXMZ8YrlnyOe+HXLP7SkaeDanmIaE5WHsNssCxaprWU7GIZknl5KbY8yFWHyeMPdhZH9c4+7q4LPf+z09LCodgDKGUpQuRsubsJCXeTlx9d3UOgn4U/40o97K9fOCF1D0CygUWZ6R5AntuEM7Wb/e3uv7eGQosTteelvKfDPiBv9eqmfMxreX/YiJXdkNp3CA8vaFhUL9poHSzAiPlBcorSB1BC4BPVVsoWxEkJwna52jM7mADiNyY2lEIVGaEGhNdbTCocBfU4ttp7FYehMw+ZqU65LZvuynV3qLpMizMx2yZB6Thzw1m1FPLfcO+ZzeocDj5RmH552axGhzGlDbXnIDl/kAZORUiTkhDVCuZxgZYU6qfMmeWucsu4P9ycHbALKpx/uzGQA2rGM3GUpzC71uj+/2XKwafoJRGHvr5he6Dch9j8z3CHIDYlEiFOOUpLJcct2I4k+j0wjuUYW5UNEZDwbX1jx/OSiTW4Oxhk4a4mufuc48Rb9A4K1OOc5UkTLOdz6QeMeUDpZivKipBopOBtdDw71dxev3nN5809aG1xcp1nmI8iv7gmL9eH2sP1C60B0ofbBcX/X2xhpG8otUEg0i1DoL6KhDQ6dYkxNkGUeN0DlSxfp7P/PRrhWQaacgovKMYpxSiDPSUkBMkSIJIhZsRsk2CNkegdfAKxAyzOVYEMkpi/DS5FWa6hT3j/g7Klp7eP4y2jgPoFqnThoUibYw27MSBFkMPipHobhX5mhwgGk1SmLAV3CeA4yrDg/o2XXOuLO4YzMfSWad93vvy0aI2eSXDVEmcrMdJkKbCLXKF1n9ttY5MzPHT/3sL/DnvuHbeOC1b+Wr3/HN/O3v/0H+6LHPbeo8/eynm/Gs1Pc5mxyibtxF2DVQ4ZHCJXy1dg9HKUW1sLT/08ZYw0xrdk36dU9mR5RHUTqUdzjz6a21n/1Yl/28uJD1acibQU9IlDxyFOt9UHK7Fhd5qeMuSo3UYgTeUFlZtUBEaEYtrtavY9IFSipnPGow3JonznPCTHMkTHg4NsRHhrGb9ILaKRhPE5Z7pTf3ui2W3rqbCKUhjyja5oZHC9bDlbjEmfQEIgorhuutGJJJHhgNdjTwABzt2mMXk5AgT2hXxra9wZyRY7qfdaOc1YWH4lF5harEKOWuC0bgS/YUs7K7thQ3444NPluGLFauFpWst/fNcOXqNd79HX+Dxx9/kh/7p/+Q3/udT/Lx//hrvOsbv56f+L//n02dK76JdHAz461lirwQHwNcRpcaOObPcdDbWEDwtEe56xxpxRKmEUmeshDWVz1mkfGmKUrHZT67MFAwUdRUAoWvFdc6FiPCk1Ob6w2I2P58j01nQe09xVoE/s+SgdJGapkIkv4sz1LEWcL1xg3mOvNY6+wNDkXTTDSnsWIp5h4H6wWO58L14yNk+yTw9NAfOBWBPF+Fcp2ixVCwW1fPuBSVebI+TuZNIAjtXJHnEUeDJsdL29dXWgmVqMlIy2UZ/dme6ui2308v6wHBYPDFQ6EIMLxFzuGJBeX6P0YUT5j7iGTvil93bNltq7jZv2cn8H//5L9CBP7Hf/8NqtVF+u6DD9zHX3nPt23qXFFxCengJlttEfhSdAqDGxzt5EJB5zxUuLKp+yh4BTIvJzOu91PwAhpRk3JQorzCLIIhQJSHEoMvGb6kFIhI2VmqslKKk1WPM/UcY4XLLYOnMr7ucIHx0sYuspLMgek+h1kb5e09xfrlsMK1mwdKK7O3bJDbSYfZJUPBmc2xzToHmyGhHWY4KjCUWhKvyJljCl3c/LDmTqNdK8A0fdZbKUzw05y84PeFRkVyVJdynXq3vzEIjeaLjTGX8agCc3mVQFqM+U1qwRg2voFXvW/7HtxNONpVNFBiKcdtolKN3L/VpXSr6JENTPfq5i0REx0i4g1ygafV/Yi4awR+gSfNfXyj9/LWXHBvE3dt5nNzwNnu575eb/B/Hn+C7/tb370s8PQwOrI57bBlpANrKMYZynQVd7MJpvNuMzV3RnCvDa5QVPmm7kMpRaVQRiuNQjn5HVlDfkepvtKBRwoCFVvf1H3eLg6UNBXfZT9XOmbT2c8tFGt/+zxgbgdGnHgoLA6Unih2OFxYHCgVEepRo18OFYRW0iZtLjDR6HA8FU61PWqJYNH8yeH7eblwbK8e0prIfW9RvaNfenPZT8wiIWE7KNfnw6rroSFcDw0dNcq4H1FVEZJ3kPjGls6/FpRYjs5cAGCoM4+2dtsUDW7GUrIBgC/LN2LHmOdemXTC4tZR+KdliKftiR1Zz3q464OP9OZ7tvn8Fy9dRkR44IF7t+V81tOkvdKJtYBQilIi6/NM5N48Rly57YDf5Jg3t/rJ1oBWjn69UfmdXulNY9DklGXnZHaWYjnzzWU/Lyxk1JON7fL7KtZpHZA9L7k91RpmoTtQOtsfKF18DUWEuc4CC5064EqjjaiJimMenI94TQgHU2HcOHbTk4fuZbI8zBV7cC8ezoawrPRmzJK+T2nbKNdG4HzkehudTMgtHCprKl4GykOyBWzWQEy4LY/pZozXb1DoCveOtObI/IDOOk6ltwNB+plP2iUb+Ctc3h+SK0xIE6UgNi4InbGHuWg371e2VdydwWcX+j2b0UnbKBYVrt18RDlMeDo6SSqeK7dlgqcsjwQXt9TLDDyfol/ckPxOj26tEAoS7lrmAy77Kftu7udKZ+OK15JHSOJmZiSdRykf9pBsEBnNk/VRABLjHErvLzUY8d3FxIplujVDq/v859bQiJr4ueHRmZCTsRCIUMwihmnzpwfu4Vp1jNzCvAzRku21ON8utIa6GY5SkKVU2gleZrqU62BbKNdX4zKxcZuURmoJtOVgIUF5JVAKMRGIYOPJdc50e+gpGvh5SjEN6VRGEb39/bcccwvZQK9wedfAm+Q8JUm7auiCFfiivYf6Lr9P7srgsxv9nntP34NSinPnLmzbOftlCgBrCFs+VzKXwifG7fIeCK5R0VtvoJb84iryO8sv7oukA4+S7LzMzlIszX5yK1xpG56bXz/76RENHMU66lKs9679+fklA6WzsaWoLa/vDpTm1jDZmCLs7p4zk9GMmwRGeMtUhwOpI9YX0xhtLdMHSjSH3WPpZfX7NfvJAq8vHaWsAYRas1d6u1nl+vbeV+e6Kt+ZFVILB4MOvloyTCwGyds7UnoLspgDCy7DHmtOYbWmVRnd9vuB5WQDi8Xrkg1WQpGct8g59BICQi6az5n7SWT3iCl3ZfDZ6X4PwOjoCO/881/Lf/iPv0mnc2tK32hufie31Fbb5oaFptupWHF2CaNeh3v8qS2tu4db5XfaXfmdWaxdvLj36dYoAokpSwt1G2rEt4uDJU3JVwRacaXtVA8+P7129iO9klseIpLtadZTz3y+vHSg1AoPdwdK0zzlRmOyr7cX5wmtpI2H5qtmQsZS9zwXshhtDZPjFWZGy5xgGnDvcytweZ8GH1gycNovvS0PPnD7lOt65jOTuvMvJBat4LDfZc55Nfe5Vx6S1V3pLd+6kOlSHJm52P8s1MIGaVAmKewMqaVXcrMIFlmx5LYUo3R4nVxyx4ijYLelyJ/Ye3dNAfuuDj471e/p4f/52Z9ARPj293wP/+N3/jfnX7nIufMX+I//6RP8hb/03k2fLy76ThcLmM6HKSQpgcno9CR0Cpe2lbWyXH5HFuV3wkWZF1EeRrmMzJcUhaW0S30fWGS+gdvdXmkbnp3LaKQrB0ARgw3dLlf2gYr1524aKK15Oa8p14mymBvNKXKTIwhhGtFJQwLt85qOZTR2TeUgi/GMYWakxOSY24wcVTOo7tB0bqEhVRqyP8RSb0a/76MU5BnVVoQ2hpSCo1wrFinXmzQs7GU9gpvuH/Fi1+sBl+l65ZtKb9uY/Yj0fXsqURPPZE7RYIdILTeTDbwNZDAnmeWkTINyaiixgRt2hOfs7pBU7liqtSoeWJ7B6GxDLs5Oz21RTLQXftYN9sHoptd46uQJfue3f5Nf/pWP8MFf+NdMTU0zOjrKIw+/hg/+3E9u+nyiFUnBw8Ye87YKHtQ6HaaLI9wfTDKst79pWvACcr9IkidkJiPOE4idKkKt2C1pqBKeZHhkIELFNoj06LavZTUcLGuudBTkcKVtOFnz+PxUyl84WbrlthLPgu2WJfMexXpveiI3kgIvrjBQGqftPpVaEDpJh9RkFL0CYwScml0AQNsc32QsDJW4dqDav7AVVc5BtcC0jHdLzIrL9hBv8C7uyeNcC2nBIyn4FNMcZZzDaa0R0RyvEVOkSrhIuTYNUr2xjUJmFRdjF3CbqWOAHg6WBy/l11zgwSB5CxtP4tUe2JbHNdyZp9qdkRtrTmO8gPYOldwAklvIBhsrnz0il2lRoa5qREbwteIFe5Rx1eEYCzu2XriDg09w+M8v+zlfuIK3geCTyyLbIBO3O9wuh8KVcPjQQX72p/8ZP/vT/2xbzhcWA+bCMZcaC1TDFrVykfuDnaOLloMSuc0x1hB2d9+z7bm+/E5GkRItNBaflIo0uD2u3e1BK8WJqse5Rk5qhasdg69T3nG4wHBh+ZuiX3KTHDExunhgTyjWbqDUWV70B0r9mFF7lZnuRUsQWnGL3BpKfpGyX+K+q7Po7otfyBIy3+PqksDTw3E1zbQ4BpMRuGwP8Xq9NSLKjkApWrUCxXlno4C1DDXCbvApUSWkT7n2mmw0p74YV8itBoRWZil6hnH/ps2ZV0Mxg+BKbxIMI3kH5W998r8326OtoZR0aFdGMGtIVW0FOYZMObq6UQaFwttgUctDeLOc40leR6IC2pkwHCg+b+/lm1XI0R1ZscNdV3bb9/496+ArhRMkuDdxZiwTcYdHCpfw1pHQ2QpWkt/p9X9EpM94E5RTOthF0kEPh8qaoud6P5fbjvn2helbiReLKtZ1gD0ruZ2LKlyJ3fM2H7sd//3qRerdwNOjUufWUAnKlIMy4+2Y0bYjHgR5ihLh+kS1bza4FEeZRXdLb8ZCW0rMy97LB62E9tLSW5ZSbUUoa1ehXK9v2yGyWHLr0YkP++1bStK3lt7stpTetMk5POv6KU7ZQHZERLSHRbKBGzD10Zti75bJeJOcR3UrQu1cSMXjCfsA2Q4qYN9p194t407w71kNDanwVHA/0A2e1nJfNsWEt3EH0tvFWvI7SxlvRdveFYHRm6GXMN9SI1zrGJ6eTWlli0FZ8g6SulKCpAt7RrE2Ap9dMlDaznKOyot4+SLDrRE1ERFqhSqloIQnwukpt3YlFj/PaJcDFmor+7MEynBIufyz917fr6y3uOiTdQVPlTFoa6k1o1Uo1+u/t2ayAo3MbdDqicVXwqFg5X7Rop6fRfL2tgSfgwtX8bskkaHOPJlfJCzt3Pss6ZMNLBbZUL/nZkzQ4rVyBRRYEUIjNKTM49GBHRkbgbss+Nwp/j0rQQT+LH8NC4UyVmmsQEDOCTtLIducksHtouC5MptC9XtAjahJK7V9IoRPSkFCvG30YdkolmY/l9qGzApfWKJ6sEixliUq1rtfeX6mNcR89+I4GyZU07McVo6h1qNSK6WoFWsUfBdcjs80+q9zIYuxSnH14K3ltqU40T0nuOznihzcNSbTptAtvQHd0pvcwnpzKtf5hijXvazHiJuZGvMjiqvYUeBXu1eAbuktbyH51jZzPd+eQhZTyGLX69lBg8K4m/nkOLr6Rvs9N+M0UxyTOVCK1AiJFeZNgcgMgs+Wcaf496yEc/YYszKMKM1soYIAh5lDK6Ea7c6FflX5nc48kV1kvAF7UnrTSnFiSfZzPTQ8NZvS7mY/0iu55SFi8z3x7omt5ol6dzYrDdHRGQ5oR63uU6mVx1CxRtA1GisnKUfnXbfDMznaGmZHS8SFtQPnYebwMa70JhBKkVnZXufM7cKix4+CPHXzPlaWUa4lD9elXEdGczV2BJIe4/FmosFSKOU7Tb9lpbfbHzgtxW3GG+74sUZPRHTnSm6wlGyQodB4cnuXdQW8Xi4yJCFKKYbzeb65dJWKvzNh4u4KPndov6cjRZ4zTqZHBOYKFYZUyDBtlFhq8fpT/dsFrXS//7NUfudyaBARPHKUmD0pvQEcLmsKveyn5bKfL06njmIdLaFYaw/lb7/MyXr4QmOEyHpI3qTTfIlAEg4GEWEa9skcQ6UaXm8KXoTTNxZQ4r4P8oQ08JkcW5867SvL4ZtKb/t15icq++Se7hom5mhjqbajTVOuX4mqWFGA0M6Eipcz4sVr3rfye746tst6u/3SW0/HTYlQjVrExSpZcCvrcrtgsKRdDcdc2U0x3VaCj+Utco7X2iu8xZ51/cgdwoavvx/5yEd44xvfyOHDh3nnO9/Jk08+uaHjzp8/z4kTJzh+/PhtL3K7cCf2e0Tgy+ZBsu4bKrXQKJY43OWTaWt2LfPpwb9JfifKYpqZMJvki8ZyuyizsxQ95hs4qZoboeHLsxlhewpstzGbt1G6AN7OXRRWQiP3+VJzBJvOETXPYq3hQBCRpC3iPKHgFagVa+glJZoDzZDh0F08gzxBiXBtooLd4EDX0tJbbl3fZxUT3L2FUovEA2tBpOtwqvpCoyKOEbea1I4VeCV0QbnT9a05ErTW/5z7tSWlt4ZTPMhuo/Qm0me51cI62uY7JiLaw3KygcHbJNlgJVRJuI/JHa8KbSj4fOpTn+LHf/zH+ZEf+REef/xx3va2t/He976XK1fWluxP05Qf+IEf4Gu/9mu3ZbFbwZ3a77kqB7lue81p1684VJzGVwZRCs8aanG6Kz46S7FUfifOYlILN6KctlFOZmePMh+AwxVN0M1+LrYMmbGcmXTsI7E5YpI9UbF+fH6UNJrEhBeJc0ugDIV8htRklPxSP6PswTOWU0tJBianWS3QqK5MMlgJB5knIEfh3vcJAdOysxfE28Wy0luWMdQMQZaW3noq1yu/t64nJTrGlSIbqRAoy8FgfdUCpbxbS2/J5rOfseYUpa79/EhrhtwL6FR2tszZK7lJT9lgF+VxtooNBZ9f/uVf5n3vex/f+73fy0MPPcSHPvQhDh8+zEc/+tE1j/upn/opXve61/Ge97xnWxa7FdyJ/Z5EfL6cu6E3ETejNKGaHCrMYLR76ZRYPGMppbtDOuhBKUU1qPT7P400QRAudXI8GzpX0z3qbns3ZT+ToWF6/iqZlT7bbbcp1tfjgOdn57HxdRIjGBEqdgYrOZWgQjko3RIMT07XnXU6XZKBVivO9KwFTwlHlTMy6w1V79fSW6cSuPd1t/Tm5YZKJ14MPutQrntEg9wKiREOBOG6Lr499Etvslh62yzLqyci6pmMUhrSqYxgd0BEdCl6sjo5edfD505pJmxgyDRNU55++ml+6Id+aNnv3/Wud/GFL3xh1eN+7/d+j9/7vd/js5/9LJ/5zGc2tJizZ8/e8rtSqUSxuL7xkg/LNMduRi50J8bd/1qpHaMQbhVihTzPecrcTygeYMksaIQ38iKihE5BMxQZsAZrDMVOSGuTZmhZvv7MxHoItE+UxRgsUZZiPZ8bzTpSaRGGV4nZG6veokAea3KBizMh+fAkL2XCaXUNJRmpZKDm1z/REszPb+72PeTG8slJjyxJ+0ZeyoZUvDYlv4SnNLlZvnmoxikH5hpuN2vc9P+N8TKxp7qWGhvHUZnkkhxGgCwXruhxHhW7o7NhAHm++Q1Ro+wx2spBDCbLKEzXmfNGaXuKosqAHGND4ugyLUb7x7VNwIXWGBAynymsUYzqGeJwgyVp8VBZjhIh78wgWYHcXgGvtv6xgG9SaldfJhLDocYkaW6Y8cpEUbT+wV1s5rY9tIshuc4IvQSwkAv5BmahNgIRS6vVXvG6vFE8+OCDq/5t3eAzNzeHMYaDB5fvlg4ePMj09PSKx0xOTvLDP/zD/Mf/+B8ZGtr4DnOlhTYaDUqlW2vzz1/4Is0lGmM2qq+ZyaQ4iQ2LkxDXanNlt6HyMA8de/2Gb78VKK2Y0we4ZI+jlaPJihIeUpcY0TGgiUsBw3GOQvC0YjQ1NPyNT1BneUawiduvhsAPQDnqdSqKAkLb5JSU4fiIZsHbfZ+QHh4oGy42c45xHeuXaHuKgq8JCgeoDW1u9z8/P8/4+OYfS5Ln/NHVedpG4/sBrTQnsxnH/TajpWF8b4WPoAgPzsziaQ0iFGxGUvSZGauib0O875A0KNmchAABcl1g1jvIcb1zOhR5nuP7m6exhyNlxjtOpkkhHIhy6qUSRg0R0ETEUigGHAkUhcJE/7jLzRHKeQVByI1hLEiYqHjAxqWTrB52vj5i8MpFvHKEN3RqQ8cenzpLteTKoRPzIaZcg+EJyhvMUqMoolzenMyTxSI++CoAleApj6Jf3LZ2gljD0FBtzQCyFWz43XFzSUBEVq2Z/92/+3f5gR/4Ab76q796a6tbA81wnjhd3CnYLF69GiGQdrMcx4QHj50tu/2Tf/qTfPK/uozP931GRoZ4zYP38+6/+C2873u+iyBY/cIvAn9mFl/wXIRhQh5Ul/u/C5fYans2pxrv/lxNDz35HYtHalLKCuY7sxTKU+DtHdHkaFlzrQ0nmWYhsVS14Xruc091d0punTTl2ekbvNRyGWmc53SyhIq2HC4Hi4y2m3Co3qbWJZEU8gQlcG2iitymaqxWTmz0ohzrZv5Obmcng8/tolMpYJVCAyrP8bOcUpgSV0uM0KRPufa6lGulyEVxIXLPcStzm8wja9CrV4Pyh7rBxyJZExtPomuv2VBvsDfbU0o6+HlKfezAjjOaEpXREyBwHj76juhj97BugXBiYgLP827JcmZnZ2/Jhnp4/PHH+YVf+AUmJiaYmJjgh37oh+h0OkxMTPAf/sN/2JaFbwZLiwtOZnF3+j1/7uu+hj/7wh/y5OO/w3/69f8f3/yud/KL/+bD/LW/8f2E4eoioHVqtLvGTmmX6fgmfQZPLZYJe8FHFGhjXPDZozJiT37H4KGAJM9QNiFtvOCGA/cInlacrMAhNU0uQpyGXM+qpN7Oz7osRCFPTV7jUscjMpooS2kmKUaVOVmRVQOPnxtOTtcBx2T0TEa9VqS1CZLBSjjeZb31Zn6u2wmy25wH2UmIVrSrS1lvMNTokFLAopdQrnMK4pr7l6MyqXWPpZlaCtoy4d+GPYJfdUwx5SF5AzEdyNdXk6t2Fhhuu0A+1pjEeD7tHWa5wSLTTboePncS2QA2EHwKhQJvetObeOyxx5b9/rHHHuPtb3/7isc8+eSTfO5zn+t//cRP/ATlcpnPfe5z/JW/8le2ZeGbgdz0/27tDQqFgEMHD3DkyGFe98hr+Tvv/9t84uMf4fkXXuTDv/ofVjwmR9Oybhdnu2XCe9U1xtXyD0HmazcXAWixaCtUku2p9d4OPO1RCsr0FMJV3oRsAds+s2drAnhNaZ6CNmgFcZYQUeLL7UM7ep+T7RbPTU+SGOFyXKKTpkR5TqyGGCpWGfZWz1JPTdfxzaJPj/E01ya2bocwQYMSbh7MiJCjuSET6xy1N+hTrhHIM6d2IEvVDnqUa8d66xENEiNkFg4Ft+q4bQTLWW8xiNnQzE9vtkeLpZK0iYo1cn9rm4WNIOmTDQyyBWWDvcKGtj4f+MAH+PjHP87HPvYxzpw5w4/92I8xOTnJ93//9wPwMz/zM3zHd3xH//aPPPLIsq+jR4+iteaRRx5hdHR0Rx7IWujN9ewHesFDDz3IO//81/G7v/cHt/xNgFBK/XVmViiT8LBawQ1VqX72o7oqx7s973MLdJkhH0BhbYpvWtj2eWwys2dLmmCKoUChsSA5U/kYf9YaJbbbv+sXES7VFzgzO42IcCUushCnpNbQZozIO8r9hdWn54fCmIN1Vy7yu8Khk2MVsmDrFxWlFrOfpaW3/Yh2teDkmpRCmYxCklGIM6KbKNdF22AuDZjP3IW+nlo8JWsqGqyHZay3zNksrEVMUtZwZPYiAEPtOZTsrIjoUsR0PXy6Ngq3q2ywV9jQar/zO7+TD37wg3zoQx/i67/+6/n85z/PJz7xCU6dcs24yclJLlxY4QK5HyCL1ajdznxWw4MP3Mfly9du+X0iAXn3JclcxYFH9csEauUp48W+jzgxxmj3lA5WgiiPsaJPoF3+I3kLX0JM4xnE7M3aRswNhgJNUWIUiguJCzxPNbdX3cCK8PLcDBfrjgTTyeFME4xYQu8ITXWEewtTlNQq2akIp2+4Y5UIgUmJij6zI9s3CLu09JYL3LDjpPuwVGM9TafS7Yka90EYbnRuoVwXbMiljrudFSHKhVE/pqS3MHawrPRWR0yIrFF6O1C/TiFzQ8Aj7Tkyv0BY2nnlDEFIlxnIbU3ZYC+w4VD5/ve/n+eee47p6Wk++9nP8nVf93X9v334wx/mueeeW/XYv/k3/ybXrt16sd0N7FW/Zy04ssby3xkUUW+SG1caOaGmObIGHTgsLZIOtDV7SjroIaPAkZJCOz0YvOgyYhIXgHa5J1W0bcrSQis44jexaKbMCGEm/GlzmMRuzzsht5bnpyeZbLup+MQYnloQjCji4CQNGafsZWtanB+Zb/XLpkEeg8DVA9W+YOt2YJQ2VRxJx4pgUVyzB7bt/NuJxYFTAZMzVA+7KteFvsp1LhCm7sLf6Or33Q7RYCmU8sDvld4SEIOsUXrrEQ2CPKGQRrTLo4je+QwkJcN2e8BGWbwu3eBOwp212tvAXvV71sLZc69w6uSJZb9bWm6zAgVyXq/OrXmepaQDzxoqSYre5AzIdiOWgIqnmAhc9hNIB0nnsOksNtzd7HjUdktcIhz2GjQZRpTPQmqJrcdTra3vUJM85+nJ6yxEjkASZinnGyF1UyMq3EOHIUSEB4Jrqw48FrKckzN1oEcyyJkfLtIpb6/52EqltyuyT0tvtULXy0eh8oxinBIki6U3EUs91UwwDwjtVCh7OaPe5mdlbobyltgsZM1VB04LaciBuhOrHWtM7YqIaA9xP4OW27ZR2Gu86oPPfur3AJw5c5bPPv4k7/5L39L/XSJ+X7ut9x5/vT63eommC+Np0m4/QIlFCVTivSMdgAs+ABMFqHpO4sSms4iJsK0z2Ky+a2sZNW7HWpQOATnlwHd+9caVaP60MUK6heynnSY8NXmNTupKio0k5ka7xbSdICqcxugKsYFhL+KYtzqt+dTUAtr23Eljcs/j+vjODOfeXHqbsqP912w/wXiasFd6s67sPNQIl0jtKOZTxYSaJ84NuTj16m1JFP1Kt/TmO603EyH5rZI+R2cu9ueRqlGDpFAm3UER0aVYJBvYLtngzruU33kr3gz2uN+TphnTM7NMTk3zlRfP8O8+8jH++vvezxte/zB/7+/8bQAsipBFBQcBSirlJKuXaJZiGelAhOouKlyvhNh2S4FKc6QIRWUAjY2uImIw9acRu/MBUkvOsHUX2pqdxyiPg0UIlMVTMJ9Yoi1kP/NRyNOT10lyJ2syG4bMhSGpHmHGey2ii0S5gMBrgqursq9G2hETTZc1+XnmSAbjZfIdkrEfViFDOBpyr/R2dd+W3noeP73S2yLlum1LpAYClaHzpjOM87dWcuvBld5c8BfrWG8S3VR6WyIiWgmbeKYrIrpLeoFJv9/j/r/TaNawiSHT/YbhyjiwROHAJLcEFgt9a9hcnKWwd5tvjqHy5i9Sf/zE53nr278Jz/MYHh7iodc8wD/6h3+Pv/k976VQcLu6UIpds+PuzBwwSpOFDS4zLPqMthNA0GKpRekGw9bOIMXHikIrKGrL4VLAjdBiRGHj6+jyCUzzBfzRN+3oOobsDJquLpqEGFVA64DXlOq8EI0vZj/NEd4y1CTQG8+Nb7SbnJ2b7cs1TXVahGlGtVDgTP56RPlYcTNaB/wGB7yVG9bKCqcnl5MMwpLP7PDO7p6Pq2leknsRXIn3sj3EA97WHTy3G/15H6VQWUY5TPBTQ1wosWBKboZMhHHmyAOPQG9fyVn5NSRvA4JkDWxyAy2v7Q+cjrRnqUTudR1tTWO8wJnG7QIE6Wu6pT2m2x1GNoA7OPi8/t63Lfs5X7jCzVb2iRXS7gUiFcED/F3amfzih/4lv/ihf7nmbVI80t5L4DbJlEkI2LiHRp/xprpKB3tNt0aRiE9ZZWgMlcCnHJRpZ6mTqk/rWMBGB9DlE+ue7XYxat3F1JMMn4SWOghK8ZpynTPxKCjNfGIp+x5Pt4b46pH1hwlFhEuNBS7VnTipFeF6q0lqDKOlEvPqJK3MzeSEuaCU8FBwddXzHZ1r9gVhgyxG2Lxw6O2gF3x6A6ezMkIoBSpqr987y5EHHlEpoBxny0pv8xNDtKwGhCTPOObNo73NSdOsC8+x3kT5SNZECuNIVkcVXE+nRzTwrKGcdGhWx7ErSSXtADLyPtnAKkGj7ihlgx5e1WW3/ezf05vp6cHijJyKm7wAREWf3mCntoZymuGZvScdAGgsCstIseT8c5SHTSYRm2KaLyD5bUyhbwQijBpHNqjYBUARK9dELmrLg6WGU+03QpwLX2yOkK3T+7EinJmb6Qee3FquNOtkxnCgUqFWrPJCcrz7N0eVP+7PMaRXboAX04zjs66PoG2OZ3PmhouEpZ3vv9RUzKhq9R+X4Hx+9iOWl94MQ42QryS9TYvC2pzDfp0xvb3vJaX0raW3LuvNMxmH55xFx0hzGgFau5T1wHKygcHgi7dlD5+lqPoJRyoNgq1Q1jeAV23w2e/+PZEUsTeV28oq3vQKrVbEhR7pwD3Q6h7P+/Qb2CJoyanqBFU60v2AaGx4BbE5pvF0X36n1lngjS99ltedfYJyfBtGXktQkjalrttlWZoY5ZOoxQb+Q+U6vhJ0t/fTMT7PtlfXe8ut4eX6PFN9KnXOlWYdEThUqzFcLHEmOUoivttU5IKvLA/4q4wXiHB6cgEtPZJBQuZ73BjfupLBRnGcRdZbr/S2H9GnXCsFWUqpHXMxnKBpqxhxRJuaThnTW3vPrIRFh1O6pTc3cHpo7gpeV4V8KFwgC0pEpd2z6OiRDUx3W729JTfhYLnFWLHDA6MzHPTP7tgm8VUbfPazf0+OR8ziDleAIin+JsptS7GUdKBEnLncHiKRHgVc45NSJULpIqroSl9Ihk2msFkD2z5DKW7zlq/8IQcWrnF49hJvff5/M9S5PfsCWCy5IUJBYlJVRZa4g5a04YFSHZSTZImN8IXGCLksvkOMtbSShMl2i6cnb9DsMto6Wcq1ZhNPaY7UhqgGBUIb8HJyGHAZjxG4N5ikpFcmVoy1IkbbLiMKukoG1ycqmJvrxjuIm7Xe5mWItuyus+tGkBU84t772xpapsREq8mMHcEI+MowpENG1fpl003Dq7oMSHUdTk2MZAt9okExDQmyxGU9u1hWSZYNl24v2aDip5R9d/3w/YRhb9ZJDe0A7tiez3roZT29ELRfoqwAHVnCbhPwsJS2UG8Piz7jLXd2Lbtvq30zFqm7Ck9yKjoGBPxhlAm7NsULiF/Dts/zwPRXnJwMwnBrjsbQAd78wh/yzGu/gcbw5stBvZJbUTooMcTqVk+Wh8p1zsWjgKHe6VDIU/7gWodjQYMwS0lW8KJpJDFzYUjR8zhUrRF47kP/fHwM0y19RrlQ0hmn/ZVldLS1nF7qTppntMsBC7X1Pau2E2WVMqEazMkIVtz49WV7kEe8td2J9wKtWpFSkoMI81mZ4615nhs9wTH/OsNeRJGUMdVicYx8e6CURrwK5G3EuoHToHme0aYL3L3Znt0QEe1hJbLBdtKsD5ZdBqkQtDLEpowu7owG4H65Jm879mu/J5YCpvu0S49koJLupctBNjmVtDhsqtAm3/PMJ0eTd3WmNAaNpUSCUgpVPIRSPuBho+uML1yjlb5CjuHA/FUOzV3i2PR5gjzlzS89xnh3iG+j0JIz1KdYz2GVR0SV3OSEaUQjajLbnqPeusbx7E+pxs/hRy+ThZd4fj5kLoqWBR5BSI1hvht4ykHAkdpQP/As5GUupe7DmRjXQ1lroPT4TINC5s5fyGKs2h2SwYpruan0dmXflt5c3yemSJh7HAobzMVFcjxGdIgvKT45NVZXir9dKH+xnCZZner8SwiuwlCJW0TFGlmwexuHHIPpvrecjYLaNmWDip9Q6WY9nucy/abZOQX4OyLzWcs7aOXb789+j0ETs6h268ptGQFLLnYiZOnmprTjoocohRJHty5kOUFuyPy9ol8qYgmoqaRPd66qmFhKboaidASiq1SjDkPtKfJglAVzlYda8+R+gXLc5vjUOa4dfoBHzzzO8w98LTMT65t6iViq6UWitE2WZ+TpApFVzMn0ihPqE17KvBp1s1aZ2wm80haGVJvcWnJrMdYN8Zk8Z7RS5UClilaLvbpn4hNOLQCIjTDsxRz3ZldcXzlJOTrvdpaeydHWMD1a6ZeVdhvH1AzPyoNu4NRCXVVpSIURtf0X8a0gLXikgcd8MuT6iNZysNMgrAQUVI6blhPGVJO2bPNwrldxGRAgWZNKJyFSoxxpd9DW7JqiQQ/JMmUDiy/+tpENDpRcn1QhaG3oZD6pv3OBdd8Hn2q1Sr1eZ3R0dMMBaL/2ezpSXJT7EWeLXVKL5AARYXrqGlcvfm5T5xWliAoelSRHdRv41SihPrR7DeybEUtADZfRaQwVIua6tsfKK1NUNQ62b4A1qKyNJG0uDlcY1gcYbU1TTENOTL7MtSMP8oazT/Ciybhx6H4ARAzkHVe+M233f94GE2Lyq0zbBRQGYxMSVUWW+CBZsRhryG1Obg1FIyyYSjfDUUSpz2uKGVqDrzVlv+CynG7wWfoenMyHmc7dznjdgdIuyaA3DBzkCanvMTm+zRThTaCoMg6qBWZkrJttK67Yg4x4l/ZsTStCKRZqZepxFUQwVjjZmsM/5DZtCvAlYVS1uCJHt/muNeJVIW9Ripp4ObRUxEOtWTK/QOc25v+2gl7JzXZldbar5Fb2UqqBuxZ5XcuPuaRIeQcjxL4PPr7vMzQ0RLO5dkNx5oqb8ykoQyYpsTWIQMdaAqUo3qYL5HahJWXmrbtQWVzwmVANWrhmnuAynqsXP0eebX5SOyz63eAjjgEUpXscfBYVtz3JqKi434DT1vCW67M0UESeIogXMCrg5fEKxxjFeD4T9euoPGJk5kUuHzrJgQu/R9g5zmxtBEy4cmFShJK0EaBgQ4wV2tYSSxtrLVZcFtPLpBWKEd1mzo6RqRKJKpAHJfJShQdKjWWBJoqiZT/bbtbT+94NlDY5oG+VYQGYaIYMd9xr3ScZHKhhd0GEci0cV9Pd4OOqBZftIV6nL+2bMnUPX6mc4GBPFNUa7onmqHdtMQRFIBE1HRKQkbHNmnh+DclbDCcRWEWIppCGNIYOIquYAu4UbiYbbJem24GlvR6dE+U+sfE3YUK+eez74AM9G+q1a48f+8p5Wto9VXl+GU86ICmJTRjzSox7hpqKqBEtcwTdDYRS4H9lX02Gh4gbfj2i5ni7en7bPuRhyYdufN4PCtc90oGg8SWl0pt3EeHh65cZimNKqsCkVwcRpioeJd/jhswxO+KjKmUKSQMkR6KzNGsHqM21yLLD1Id6rDkByRwLyYT4toNmGhGLkRAjLviACza+9vG0Riuv+7/7msmGuJwfciVapXg5K3Ff6QW8NXpvF9IDNI1jh/UGSl8TXFnx9fSM5Z6lJAOT0awUqG/RnXQ7cIwZnuU1WBTGQkuVWZAa42p7pGq2AyLwdHCaP+efp5SlKGsZI8J0SkTFgLLO8MhRCCOqxayMb+8CvAqeCNUkcYHO5NQL0Nnlkhss0qxTlXXJBlsPPiUvpXZT1jOf7jzz8Y4IPuvBijBjSm52QwSRmFw0bRuQS8CkPY10d+IaoapihlVIjchpXamQYRVSVNs/VCUCXzYP9oVDUwsBhjeqs9u6u1xKOvCscd4+XY/7vUAifvfuFZqcEikaw5H6AscWXE+kliaczlJenCjRKQRkEjJMlUwZKBZJ9QjVqIESy1B7mmZliNH5c6joOnPVmiu/9Wy6lUdJhXgeBJ7HCJCrIrEdwtMahVq1bHvan+RqfgBRmsgIvi5wORvn3sLKYqCZaF6IXXknF0evPhHMMbzKQOmJmTpB3pX6yWKsVlzbI5LBzQiU4ZCaZ1ImuuQcxWV7iHG9f4LPjIzQpMq16ij3LkyjEUZUG9uytMdKlMnQWLTkjKnmtgcfpTTjsRMQRSxBljJdLeEVdreykGPcZwNHNnCyOlvPnA+Ul/Z6ciLjExmPnZZjflUEn0YqtIzGtwYlHXxx45upgFEBBr/f97EoWlKmJbcmlAXyZcFoSEUMqZAq8W1nS1flANesY0Pl1pXXHlavUFHbOwiaBB5WK7SV7u7aUsxyksLeKBYLmhSfInlX6UA4mCzw8HXXT9DWUA0bhIUicWkYRUaiMkJceS5XBlu0LHg+Y50OCqEQzZEEZUbaGYGxTI0dRnTBqSfoAvf4VxjTgi8JVQvXTJVArf8WL+uU4/4sV/JD5N05nRfjI9wTzK3YvzmTHCaWwA2UZm6g9MFVBkorUcqRPskgQ1vL5HiFpLB/tLiOq2kmu5baxsIVdZBH5ZX9EBsBOGePAXCtOsbphWmGCCnZmLG2YtLUOOi50luBqKvcsL2Ua4CTzYiGcu9bIxmT1SGOqd3tJSdLxjEMFp+tKxsUvYyhwJWDe1nPQlLEPbJB8FkXvoY366vE2mfWJIRiyVEYhExKpMZJCLiXyb1cSoFWjmve+5Cl+MzKMLOyvImoEWoq6gejoSUZ01rZUiI+XzYPAC4JyUWYUE1Oq83RhzeErq12Lcr6pINalO5Z8AFXeisq90poa3l06jxitZvn6cxjtMe5gwco45NhyTF0VNx9rdw//AJhxeOe+RbV3FDKQ5LyGDY0TOUxz504imiNh2Gkm3kUJEKUom03Xjq415/kan4QpRRhLniqyOVsnNOF5cOuoQ04s2ygVHigsMpAqQj3doVDeySDpOAxNbp3JIOVcIRZPCwGjREndjsrwxzcicHNTSKSQt/wbqpQI/F8Rm0Lz+R4xuK3LWZM4ymLLymBcpTrNtvHehuKOhwMU1oVhW8yMi2khSKhTaju4mBur99jsdvm4XOgtLzXExuf0OxOWHhVBJ+hQPMWfY2qn/AyCW1lqVvNtGiUSglVTocyLakQU+wbaZklgd1lRgrVDVLa+Vj1s6WmVGhKBVg+cFUk62ZK3cCkXGCqEvGsuY9YXF0/s+AhPKrOrCqvv1UsBh+X/VTjlLmRnfGF2Qh6SgdKhMPtOUR8WgxRDRtoazh/8CBxEKCAYVslURmC4InuOzMqFHiwMFLm0PQ0gTWU2/O0quMcbszjWcMzp+5nxGuhu761HhmJBIuirRtAWacc82e5lh9ckv0c5VQwv+z1eiE+hhHdHygt6px7VxkoPVRv963NC3mCErg6UUX2mPxyM3xlOaJmuSaH+qW3K/YQB/XeB59X7JG+DFUOzFXLPNqKUV1pnfFmRHu0yIiK0N2+z3ZTro8vzKJQDOUeqbWEgQ9a0SKkanYv+PQ03XIMIFvu9xS9jOGCy3r0LVnPzuNVEXx6MCJ0uvMchowhZTmkMzw1079NJh5tynSo0JYKre7/bcpYdH/ws5dxrpctJQQkMsKsLCdEaKT/oTHWUSNfqy4xvIMzFFF/XmRJ32cPEdsAPKjGGbU4IQwqFNOQQhYzNTTMXPX/396bx0h2XvXfn+e5S629rzPjmfES78Ik9ivbCfBaMQIBEQk4mAB/gCw7TrCDZOHEC2KLFQLBGBJMFIgcSwlgkSANUggi/geLOPEW/aQofuNfHI/tGc/W3dN7V9dyl+d5/3juraW7uruqt6ruvh/L8rimaubp7rp17jnne76n9gEhEKT12g34kuvyf8fGuHpqilQQ0LM8SyHbz/AS3HjqDRYuNx8C8VDrUhtZT8zl9gXOB8MN2c8Zf5DjUfYzF2Y4tWKg9Er3fNOBUjsIOTo1b84UbSedz6dY6gKRQTOOiCnORVtNQwVnGOHd+uSO3Si1gtLwljpU/bUGrFwZzKYD7DBgYKnEW+EAfbK0I5JrqRTjC+bnP1jymHCh6DoIUcERthk43aUP60axgcTSW+v3DNXN9VgyoBJaLO9S1gP7LPgsa1UdJgzQ2EKu2t/jiJABCgxQaAjwWkOJVF0wiv7VWcq4jdlSVFLeKFuKCbSmlyJXind29uuvW6stVWAUbx0UHZS1g+MH9BXKKCxcy0OUyiyn0pwZ6G/7z6s4Dj+OAlDaD8gX51nO9DGA5tjcOaYG+3FECQ0UVPvDcVnpcdie4VwwTKA0oRa8Vh7nqDOL1vDDUuNAaY9V5oh1semfdXRqHjtyF3f9CqEUnBvqnPR9I0aZxSYkwCLUUMbhou5nTMx37Ezn9TDFyIoqUMb1PZ9dIJQSSymkCnDCEJaB/kbJtU1AsA0fbyOL8ziR48VAscJESlJxXCQ+oVAURZlck/7xdhOi8KISfxCJDbaS+bgyoM81ZWppmYzKKNx277NiXwWfQtTrUBgVUr6N76MQkKVClgpjYq7h90y2ZLKjgs5SEFmWdJblldlSNNFany3FVjk/LV/fcYm3b0sCS2KHCqE0UmkyFZ9SujN322EIg8vmDS5QpMMiZTfLyeHhTc+3eLZdzYCynk+utIBtB2RVmSPz0yz0SpSwGvzz2sFkP0MIISgFGkukOesPoEKXybBxoPTqNQZK88UKo/PmrtIOPYRWTA7m8J3uERmsxBKaQ+IiZ/R4tJjZqN7G5HzHznQyNEIDrU3l4JiYxJaKxazDQKGCVAqhNX2LFUq9jZLrfrHEtN66FPpIpMy0wgBH+SCNT2AQdV6WZIlcuPPBp1FsEGJtUWwQz/WAxpK+yXqC3Q0H+zL4lLSZ7XDF9gzwmWxpiQGWGm4MlIYSaQpEwUhkqplTJcqWAK4VbzO0G83bSHTQW/Si/odxuO5I8NGaK87PItKAC3boo7XFhdE+KvbWRBCBZfHj0VGuuniRfMWjR85jBwKBZnyuxNs9w+hNXphZWeGQNcP5cBg/yn7+b2Ucz/PBqg2UDllrDJRqzWUXjERbaI0TeJRSNhf7u88xeiVHxBRn9DhgSm9nGeZG/cauz8UBLOoMk7ofMDeSArhMGEXhQs5loBDNpYQ+g0slzqs8GWkWGNYk11sLPmmvwtCyuW4zlQJaSDw3B/gIoLSLpbdYbKAjsUFqC2IDRwb0RlmPFWU9c97u9Xpi9k3wCbVmOfq4L2uNBNwd/mZKATnK5CgzJhpVUXFvKYW/7bLq9YiDT+yBlSt5XOzftb++yqGZRQaWSoSWxLE9pFYspjJUUjZsg0N7aFm8PjrKlRenOZQrYwe+aThbitGzBc6P9FNKbS7oXu5c4HxYy34WRAZfOThW3YZS92zTaub47BLZirmgncDIxs8O59DdoltehxHmcfHxcEyQxWZSD3B4xXt7N3gzynrA9NYGxSJ9wuyVWcy6KCGQaCwV4PoBYUlCj5H4b5fk+tD8DGgz3+MEFZbdFKGTQRACCk+Y0tuyKJPf4dJbbKsTRF6JW5nvGU4Xou+KyXq80KIQ7L4qdt+4WpcIN+z37CaOCBkQhV0NPNAoOpAdEh30FMscvTgPgPI0lgrxbcli1iVlNd9xsxmUlJwcG8LPSxACW3nIMIRlwXWnJje9VC8nKxyyZhEQZT/m8TAaKD1szdArVwtHHD/gkovxdlIjMpjtSbGc6ZzcvR2k0ByOxDkKjdadWTLna8kpZeTsoTIh5FJRm6PSUrCUNTcWcektM+8TatOFtbWHg781l2utqyU3x68gtGY6b1Zru5GKMy69FdYYLt5O4synEq9R2GTm48iAvpT5vlgy7vXsftYD+yj4LGtzRxD3e7pTU7TzFNP1ooOQbMVHqN0rm9hByLvOTiMihYZV9FBCMJdzETIkZW2vi0TW8ZjLZSg6jrl+Khq7XMEOQ649PUXP8ubSrMudC8S2PKXAfP+W4w2lTvM5reOTc1iRnY/rlwksi/NDnZO6b4Z4yRyYYHtODVXXY+wWZ9RoVSYfaDPOcJhGYcdCVTVosp/BpVJVZCLr+j6bZWB5iUy0QDBdWSaUkpmsEYykIuuouPRWEKXq6padQKHwMIEiJESw+e2lQ/VZj+Xjq85kPbCvgs/Kfk/3lzl2gsCS1VUKUpu7wmxll3zetOZd56ZxIyuZlF9GeYKFnIuyJFLoKPhs34Wad4zf1nw2RSlt4ZclVhjiemUsFXLNO1P0L7V/Z5qXZcatuWr24ykIlea4M0lGrv5+9hZKDC2aO0o7MLNWE4MZAntvXWKDLJDGw2w41QRYXNA7s0ysGVrXHA2MvFpzXFxY1XdayDpoIYydVOiT9gL8crROHiO5HthCn/XIvOnbyciLby6bJYx2ONnRFJpAVEtvRbEz2z7BZD3xkl2zw0duakWMLUL6U1GvJ856dnGuZyV768pYgyAMKEW10N3q93Qzy3VrtdGa/C5tNj0yvUBflGnYgYdUIZN9WZarAgNjs+PK7cp+NHknHpILWcw4TDpZtABLhaS8ElIprjo7xeBi+3voL48yHCEEJQUpGXC5fWHV84SqORnEIoNi2ma6t/tFBiuRAg6L2pI5U3prf5vsZpnVPcxpoyiLjEmaOoIoS7IUlTOlVmZl+oL5DDCS6zJ5YSTX7WKFIaPRbE+6Yt430ytm0laW3paalGG3i5rYIN7hs8msJ1Mw/nTRXI+vJEsdynpgnwSfxeUZ4l1h3dDv6TRx6c2s1Vab7n20Q2+h1NDvcAKPQsbhwmCWioruSE0tjrS9PcEnbQXY0mS8UoQoJO/05rkwmIvKjoqUX0IozZVnpxmZa88ss0eWuco5i4UiJUJucN9uOlB6aGaRtGe+Jscvozu4nXQ7uCQKPgJT9rqgBvG3ybp/I+KsB0zmNSZm1uybVktv2pTe+hY9M9iMwMLfdOltfGE2Kp8aI9iy47CYbryRcOtKb0VRYVmUd6z0VqkTG+hNOhtYImTAjXs9AQjVEYVbPfsi+MwVTGPwoPd7YhqdDnZ+rbbjB7zrXE1e7PolfFtyaqwHhMBT8dvMKMW2S3QQZz0CjRCKYmADgqmBDGeH82atuFKkvSJCay6/MMP4THulmMucCd6f+QH/b+r/MGytfm3K8zkyHQfdAEsFzPSmKKb3hsigGf0skY0kiUprQmTVX20nqWibM1GWFUQx/rJ1fBAXcy5gSm92GJAte5S92L3eSK77N1F6i4UGdugjVWCynhU3ErtZeitH/R4vEhtsxtNtKL1cvfmTlk+gLJb8zn5S7ovgMx8Fn4Pe74kppizMRWnu/jMVHytcfce+LWjNleemzaQ54Pqmpnx6NF/td3hh7WIRIiS9TaKDeAeJkMbrqhjWPvBn+tK8M5pHCTP/k/KKCG326lwyNU81VW4BW6g1bWaOT84htbmoXb+Cb1tcGOxeJ4NWEKImPIgqt7yjd7709rYaJ4w+kkKtyVFmlLVl3oElKUSrNqWO/M4Wzc81llwPVCXXrZErl+grmgw5UzazPTP5/Krn1ZfeQhQh4Y6U3jS6WnYLiJRubX5sWyJkIGXKh5Y0Yow5L7XpWbjtYs8HnyAMWCwaR4Kk32NQUlJxzI82drjO7lD2c3Rqnp6iCQJOYKbOJwayFLK1u6q47AYCKcJtyXykUGRsL/p1AIhVE9pzPSlOjfeghPGaiAPQkekFs9ytjQDUjP6lIgORmCHeTnphMEto7fnLqhp8hDDVhEk1UDWK3Qm0hjcbhAam17PRfWRj6S0kN+etklznaF1wcnje3MgKrbFDj8V0hord/Ot2G1RvXqR6296bPA+/uga+JjZo7/01lF5GNmQ9ksUOZz2wD4KP6fd0z3xPtxD3fYzDtd6R0lv/UpHDURlLqgA7MBs6JwcaB+58JdGRXEcIjSNDZJPeSTvEWQ9opFRUQouwiSR4Mefy1ngPKkpd0l4RoRTjs0tcfmF20wFIKsWlE3XbSQOfQsZhtmdztj7dRi/L9ERzMkobk9yzO1h6m9CDFKL1BIECC8UxsVrcsZKF6CZHC4EV+ORLHmU/EiLUuVy3glCKw5HKzfVLZrYnt7ZUfmXpTQltVoJsI7GTdext0G7JzRKqmvXIKOuZ74KsB/ZB8In7PSE66ffUUUzVRAdCh9suOnC9gCvO1/o8Kb+MZ0veGcuvqo9rBH7c94nu4rY671Pt9wgNKIrrqHYKWZc3D/USSrMKIe0VkSpkZL7AleemjSqwTY5ML5Dyzdfg+mXUHhcZrKSh9IbJRs7s4MBpLDQwP03NEXGxpc3CvmNV3+tx6U1GGoOay3VrwWe4sIjrmw/7tFcksGzmsms7F5jSm3nf1Upv2ztwWhMbGDlDuyW3wVQt67GkyXoWuiDrgX0QfOJ+TyXp9zTQsFY7DLZVbi205spzFyPXZiMwUAhOj/UQrFFyqireMHYlWyu96drOeekDYkMr+GLa4eThXgJLogWRDDtgcLHIVWcuIlXrmVi64nNoJt5OGiBVyHRfmnJq37hVAXWlN4zseUr3U1pn7cVmWdYpLiiz+jpQsby6+WbYZsznTbYpIkup9LwJWrHkuqdFyXW83j12p5jJZjc0wI37PgJBSVRY3ubSW5z5+JHooB2ZtRSKwWhtgpQhQijm/e7IemAfBJ/rjv8/XHPsRiwEDuLA93tiSq5dfZNJbVZq29Hw51Y5NjlXDWZO4CGV4sJQdl0bmXrFG0JtSXSQtnysqGwnhEJpQTnc+KIsp2xOHu7Dt60oAJWxwoD+Qolr3plqTZQRbScVkcjACSp4tsXEYHdtJ90O8qJEH+bDS2njz35mB2Z+3lSHq5IApTV9FIyJb4ss1pXe7NAjV/DwAiO6aVVy7fo+I0vzAGQqy2ghmM5v7E5RK70ZNdp2lt6M2CDe4RMapVsbMuvGrMcj1BYLXndkPdBG8Hnqqae44YYbGBsb47bbbuOFF15Y87nPP/88v/3bv83VV1/NoUOHeN/73sc///M/b8uBV5JJ5Tg8dJweYTEiraTfE6GloJyKso26tdpbZXBxmfHZ6K4/6vMs5Fwu9q0/UFlTvG1ddFBVua2QWLdCxbV443AvFccEINcvY4U+PcUK156e3DBADy0W6Y0GaR3fiAzOD+c2vSKi26lXvakdGDgNteCtMHLSjoQGl8lzbVUvK65F2Y1Kb0qZLafRTLFEtSS5PrQwUy2/un6ZkuOy7G78Qd289LY9qjcfE8wAlFBIRMvOBhLFYDru9YQIoZn33K7JeqDF4HPixAkeeeQRHnzwQb7zne9w8803c+edd3LmzJmmz3/llVe4/vrr+epXv8qLL77I3XffzQMPPMC///u/b+vhVyKSwNNAMVUvOlDkylvr+6QrPpefjyf5Fa5fpuJYvDO6us+zkprizWQrW7HZqfZ7Ion1cptT2r5jcfJIn8kOhVn2ZoceubLHdacmcf3mWZkVGqk2RCKD0Ags5rt0O+l2UK96CzXM6N6qMGA7OKNHqBB9eCtwCTjC1AavWk38MxBaIVWIO29uuDRiY8l1vYloUEHo0GQ9LX6erC69lbel9FYvNggJsXXrO3wG0sWoOhBnPYIFr7vEMC0Fny9+8Yv8zu/8Dr/3e7/H1VdfzeOPP87Y2BhPP/100+c/+OCD/PEf/zG33norl156KXfffTe/+qu/yje/+c1tPXzC+hTrehBSqS1lPlIprjw33WCcqYTg9Fi+JWlxoAWqqnhTWEJV3QnawRIhGdtclLHEuriJ1b+BJTl5uJfltIMWJouxA4+M53PdqUlS3urM7JKL8zhBPM9URknBuX0kMmhGVlQYFGaIVkWZwXaW3t5csTDuqJho6iKxEbHk2pTefDLzPibh31hy3VdaJlc2v5epLKOEta7KbSXNSm+FbSi9xSW3MBIbtFpyE6jqiuy417PgpRq2K3cDG161nufxgx/8gD/4gz9oePz222/n5ZdfbvkvWlpa4vDhw+s+54033mj5z2uGaqNpfBAoOBId1epF4JFZLuH7XvXD0g9aL31dPjFHulhCAW7gIcKQM8M5Cq4FLX7fy4EkY5uMR6kQW5Uo++3djeVSJZSKSmNWQCmw8ENgE3eaSsDJsTyXTS7RU/Kx/QpahTihyzVvnee1oyMUU+auPFv2GJleQKGxwwARBkwMZCnZouWvf69yWE8yo3vR2owznNJDXKnf3vB1QbB+X29e55kK84DCj76Fxzi3qeu4aAvKtiTlh4gwQAchQcFC5hVCBwShRy64yEywWrH3ronzBH5gsiavzEw2S1mptn6uthSULbPorRyUmQnmcbz2PuxLpcbguOQuEyifsvRRKESgCfTG1+xQZhmhfZQG26oQKsFs2Wk7G1NKUSqVt/S5fOWVV675exsGn5mZGcIwZGSk8W5nZGSEqanW0uNvf/vb/O///i/PPvvspg+6Ea++CHKf1t03i5d20FIitcYSkNKQQ+LZNn7g47S4UXR4vsDhxRJIK1onHDLXm2a2P4Ns467f1zZZYUplliXIpTVl2iuZ9WUKSGkhRIiUUPLdrf3cJZw61MfxqQJ9yxVcFWIJH6ksbjg7w4+PjbKcdrlicgpLSmNgqXw812FqMIdcy/pgH3FET/P/qasQwljDLopeilYPvWJtWXEQBNhrDGfGnAqO1n52WjMq5uiTZTarg1rMpxidN/M5lhCklkD1WggUGaEYtStMqUZhiFQhR8sFbMcmUykgpWSutxfbae99mUHiSbPuwHcUgaVwrVTLS99KpRKZTO1sGo2ywRYOSnhYwiJluxtmPwLNaK6MlBYyukZmK2mQm1s/l8mkt/S5vB4tn2dlP0Vr3VKP5aWXXuKjH/0on/vc57jpppvaP2HC5hGi6vNWEx201/fJlL06x2bT5ym7FmdG2i83VVTt7SbYjOKtXmK9+ZLbqj9VCk6N5ZnrSRlH7DDA9UvYYch1pye5dGKOnuj75gYVhIZzwzn0AQg8AGnhMyJMr0tHfZOtLpnztMXpaGFcUF0Yt7aPWytU3Q4i1Vt6LkBova7kemxxHjuyhkp5JTzbZiHTvnLRqlt0YEpviuV1gvNGBISEUfkxrIoNNv647k8Vq+Vsy/JQWjDfJXM9K9nwqxkaGsKyrFVZzvT09KpsaCUvvvgid955J48++ih333331k6asClWiQ7a6PvEfR6pjFwz5ZVQUnBqrGdT6i6v3mZHtq94yzRIrENCLVuSWLeEELwzkme6Nx0FoJCUV0YqxdicUffF8x/zeTcytTw41A+chtr0fbbiTnRKjRHU+bhlqDDO9JbOWEzZRkaPWakhAoH5/F9bch3P9ph5rYCZ3OZWngtEdcmcQhFsceC00sTZYCOxgUAzHPd6RIgQIQu+i9rlZYCtsuGpXNfl3e9+N88991zD48899xy33HLLmq/73ve+x5133slDDz3Efffdt/WTJmyK2noFc0G2bLOjNZddmCVTMReBG60SPjuc2/QwZaPBqMK1gmi/SGvk3XoXa92WxLolhBEQTA5kq5tgU14pctc0SqhQCs7tse2k28EhppGRUDdUsKizzOvNfR+a+7hdWNO8tWWEqGY/QiuEVlhL5v0lUUjCBsl1xqswWDD/n6kYE9GLTUxEW6Xm9SYoCY9lUSbcpOqtHIkNFNr0GVvOekwWZ7IeyXyXKdzqaSkk3n///TzzzDN87Wtf4/XXX+fhhx9mYmKCu+66C4BPf/rTfPCDH6w+//nnn+fOO+/krrvu4jd/8zeZnJxkcnKS6emt3dkktE+904FUgcl8WrhlHZ0vMLwQOeGGvpn47k1vybtM1dvsRB9kbhult5qLtXlNMdgBRwEhmBjMcn4o2gmkzU4gW/lIpZgcyOA7u7PbpptwRcCIMOXXeG/NGb250tuU7mdRG+fvQIFEt+Tj1go12btRvaXmA4hKb64uRpmPOX+c9YhoWLiQSlFus9dTj4XEqiu96S2U3mKlmx+VCTf2dNNVhZuIsp5F323qd9gttHT13nHHHczOzvL4448zOTnJtddeyze+8Q2OHTsGwMTEBG+/XVO/PPPMMxSLRZ588kmefPLJ6uNHjx7l1Vdf3eYvIWE9PFsSSomlzEptSymzcnid93K25HG8zjTT9SuUUva2yIo9ZeFIVd0tkrJ8KuHGF7wlQtJRmU7GwWcb+j1rcbE/QygFRy8uI5XC1QHllMPF/v3nZNAqR8QUk9FK7TAaOP0p+Xbbb4k36xbGGR+3aTJie+yfltM2gSWxQzPvo0sujhfip2xs7eEKI7ku6kzVwdr1ysZEdAtZD9QGTkuigiKMSm9FesP2M8R4xscTfrRGYf3g0++WcKKsx46ynrkuznqgxeADcM8993DPPfc0/b0vfelLq/5/5WMJHUIIiimbnpJn1g2jyZcqLOWbvzGtUHHV2YtmR402fZ7Qivs8Wy9xVUKLnO0TL5ZLWwGt2D42uFgLRTm0d/yubrY3TWBJxuZK+ALOjeY31Q/YL4wzg0SZApaCZZFmRvcy3MbCtpJ2OadMAKstjGvdx21DhGAx6zK4VI7cDjSyICBlXK5BMygWSC/5pD0T8FJekVBazGS3vocpDj4CSUl4OKJCSNiWLU5ASCBMIAmFimx11nuva4YzppcVZz0LXrqrsx7YB95uCRtT7ftojVSa3Fp9H625/PxMza05MHeEZ4bzVNztKTV5dYq3dmx2qiW3aGp7R0puTVjMubxxSR9vHeo5kOW2ehwRMi6Mk7mqqt7aGzh9Ux2qDjuGWtNLkSEWtvWc9Y4TVhgYtwNtyryOrnCJnOSq4mnAlFXt0Ge2BRPRVjClNysqvfloodoeOK3UZYEhClvLdcUGfSuyHt3lvZ6YJPgcAIp1a7WlWtvhenx2icEl40tlhx5WaNya57dxR0294q31raaa3AqJ9crFcQm7Q6x6AyM8OKNHUC1qRkIteEsdAuqFBu35uLVCIeOY9RnC+A/qZXB8hUaQ1gVsFXC5fZZ0pkS6bPokrZiItkL9hlOFrpbe2iEuuSnM0Or6WVNN4WayHsWi7xB0edYDSfA5ENREB0bBlS17q3bY5IsVjk1FfR4V4vgexbS97coub8ViObuFxXJZ21slsa73ikvYPUaZxSasrlkoa5eLur+l157XQ9WVDIECh5CjYnLbz6ilYDEbLZRTCkJBedZBa4FAMVKaQKLoG1gin1mi7LgspbbvBqte9VYUFYqiTEjrjvK1HT7RavB1gk+vW66KdkzWI5jzts97bydJgs8BILAlvm3ewFIrpNZkK7Vylx2E0VI1TJ/HLxNYklNjPTswSClqpbfIsTe9Qemt0cV6ByTWCS1jC8UhYRr1VdVbi6W3lT5ul4hJHLE9az5WstBQevNJzyjOBv1oLciXK7i6iKUCsoMVSqPWtvrz2VjV0psvArTQFNpQvcUzPhXhI5BYa2YxmuF03OtRCBGyFOyNrAeS4HNgKFbXKxghQbX0pjVXnJ+pOjm7ftTnGcnh7VCPw1u1WG790lscfGKVW1Jy6yz1pbdAmeAT6vU/vBd0lskoQwp0vDBua44G67GUdVFCVEtvrh8QFG0uFntwIiO5lFoGAalhn6F06/uDWmF16a214BOi8KINrmG0w2etzKfHKVevHcuqoLVkrtL9vZ6YJPgcEOrXakutqsOmh2cW6S+YC8MOPCwVMtWfYWENNdx2UCuZmX0862U+dp0oQcoArbfHUidh84wwh0OAwPRuPGym9MC6r3kzPFT9tdJGcdYXL93ZAZQULEVL5qQygoPBpSKZmYDCbAqUqQIEKYWyYDSzxEh6nbULbdKs9Ba0UHpbKTYwc0PNArtmJBP3ehRSKAqBg9/GptNOkwSfA0K96MBSAfmyR89ymaNT84DpBTmBRyHjcGFo65LT9fDC+G0nEDJcN/Opl1gLoSgrq2vtQg4KUmgOi4uAubPXrK9687XklIoWxkU+bpftYNYTUyu9aaxoZfrwwjJB2aY0ZaGV8T507BJCKIYzS4xmticANS29tZD9xCU3HYkN1lqb3eNUqjdlljS9ntk9oHCrJ7mKDwiNogNFthJw5blowltrXL+Eb0tO78IsS8NiOVR0ETW/4KuL43ZZYp2wPitVb+fU8Jq9hnfUKH5UOgq0Jo3PIS7u+BkXso4p7EY7ftJegB2vSi9pCjMOxch5Ow5AQ+kC49lFtiMA1bzeND4hS2Jj1Vu5QWzAGvM99XM9CilDk/XsMRFOEnwOCMqSVJzaWm1jKRIvRishNLwzmt+VWZZQi+oAnCkZ6OqcQiOrJdZJ8OkOhpgnhRep3jQ+FhN6cNXztIaT6ghQk1cfExewxPaUt9ZDWZJCrHrTqmorFW87nXbSnCvlqv2qOAANpJY5lF1gqwFo5YbTkqhsWHqriQ0C0+9pkvnknUq1VG1JE6y63c2gGUnwOUDUO1zH15UdeEilmBjMVmvkO4+olt5im51m8z5Z20NGH1JChAQqkVh3C1LAkaj0Fokkm65ZmNG9VQPSQO280GAl1YFTrbGiJYRO4KGFYLY3TUXZnC/mqzdDJgCF9KeKHM7Ns5UAZLVZelMoPExQCSM5++oZn/q5nijr8Z26+bm9QxJ8DhCNooOw2udZyjpMDOyuZ1mj6EA3dTpYJbEOE4l1NxGX3uKZn/NqcFXD++QKH7dxMUNWtLdTaiuY1Re10htopAoouTalyLWjoizOFXMEKg5AZaQI6XNLHNliAGqn9FYRPrFoMBSqbjl3jZztkbFNtlPLevbGXM9KkuBzgIhtdsyFGNT1eXq2dc6hFerv1IRQawQf0+8xEuuk39NtDLBIFvMzCrUmRHIuMh4FKGunOgMU+7hdup0+bi0QWJLldJzxh1hhiNCa2d5Uw3veUxbnSrUAZNtlpAjodUtckp9ra/VHPY1rFtYvvdXEBrUdPo2s7vUsB86erQYkwecAUXJtVHTBOcr0UE6P9RDYu/82qNQp3mQTmx1HBlUVnJFYyyT4dBlCNC6Z0xrO1JXe3lbjDT5ueUqMMrfr55yv7vjROEEZJSVzTUYJ/CgD8qsBqIKUAT1OmaP52U0FIAuJrRtLb2vZ7dSLDXQTZ4Os7ZFdkfXM7qG5npUkwecAoaXgwmAWjSCUkjMjOQqZze8v2QorM5+Vi+VyKyXWoYVK3q5dR33pLdAwoQaoaBulBW+u8nE7v9sJNgDz+RRKmtKb0Jq5fIrQav5e8rXFuWK+qhyzLROAck6FYz0ziE0sh3NZWXpr3vep0LhGYWXmMxzP9aDrsp69e0O2d0+esCmm+zPM96QIlUI7nfvx62ixnCONhBogZfmUQ3OXWnU1iCXWyWBpV9LLMnmKFMiitEYhOKeGsXWJZUwvIlBgoTgqJjpyxsCWnBrtYWShjG9Lzg2vP8cWaMnZYo4jmWVcK8S2KgRA1objPbO8Uxhsa9bM1Q5FUa4OnDrSxg8DnLqPX42ult0CYmeD2t+RsT1ydqT8tMx/95KbQTOSW8kDSGDJNe/8dpNKtFa7tljOlNkEunqhyaqLdWcytIT1WVl6U5Hq7S3d6ON2REyREq1vrd1ulnIubx3u5cxovqXVCaGWnCvlqu9R26pgSZ+M7XE8P7OhGW49K0tvsFr15kUlOTBiAxn9EzMSe7hFWU8xsCnv4awHkuCT0EG8FYq3eHahmcS6fg9QQnexUvU2pfuZiIQHsY/bbjgabDehlpwr5ihHWbdleVjSJ237XNozg9WGKWpcetNoPIJVqjdPri02SFtebd7N2tsKt3qSKzqhY1TqdvuYxXLmzrje1UAIHRmJJhLrbqVHlOjD9COUNnY7cfdOaU2/WGJAbK9x526hkJwv5ig1BCCPlGUCkN1iAFqlepMePrVMsBKZ5oaRV3h9yW2kodcTUArs6nn2MknwSegY9dmMECFp29z91fo95sIuhknJrdtZWXoDkwXFQoO9jEKYABTEAcjHsjxcK+B47wx2U3eORkzpzTbCDGH29NSX3uLMJx4yjZ0N0pZfvRmLs57ZfZD1QBJ8EjqIrySqbrGcJRSZ6KKGOhfrRGLd9awsvYHxfHMJOMLU2i/cI2gE50s5ilHv0ZJRAJIBl/ZM48iN+1kutTUL9aU3jcaLXu9HaxRiZ4Phhl5PQDm0KYV7c65nJUnwSeggorbbJ2rgDkUlhnqJtU5Kbl1PVlQYEItAVHqLhAbHxAR2G835bkYjuFDKVsUvlvSxrQqODLi0ZwZ3gwC0VunNJ0BFEm5VFRsIUpZPj7si66mk2C8l6CT4JHSUhtIbmp7Y1SCSWC8nJbc9Q5zhaMDfhYVxnSAOQEt+tCtIBtiWhy0DLu2dburUEdOs9LYki9XhUtCEhNja7PCperjVZT37aeQgCT4JHcUL6xVvtTtkKX0SF+u9xRExhR0ZYmoNY2KGfBvro/cOgslyhsWGAFTBEiHHe2bWXY6YWlV6K1Xne2KxgYWFK316XfO9k9GfN7ePsh5Igk9Ch6lXvIm6xq0QCj+RWO8p0sLnJvkag2KRw+Ii7xGvd/pIO4hgqpxhwYsDUFgNQMd6ZshYXtNXmdKbqJbeytKrCg9i9ZutraqbAWgs6VMJLZb3UdYDicNBQodpVLyp6n+F0BR940icsHcYF7OMi1kUCin2+42D4GIlg0bQ71ZMABIVCFIc65nhTGGQYtDoQiCjgdNABPgiBK3xouFbL9rhk5GavijrsaKsxyjc9te1sN/fHQldTqhl1Uk49s2S0cWYlNwSuh/BdCVdXeYmRRitZFAczc9WnTrqSdUNnFbqZn2Ms4FgLLUcPWKyHi+0olm3/UUSfBI6Tpz9xDY7UoZGYr3PygwJ+xXBTCXNbMXM3wihGgJQPKcTYzacmtJbOdptpDHL5FwBfeko65Fx1rO/ej0xSfBJ6DgrbXaEUJQSiXXCnkIw66WZXhGAhFBckp+jx6kJLyQSp37NAholFArNkONF73qNZfl4yqKwT30Nk+CT0HEqdUNz5m5PV4f5EhL2EvNemotlsxW4mgGhOJKfq6rXoN7rzbgaBCJECsWgG+/r2Z8Kt3qS4JPQcWqiAxEN04l9p+xJODgs+Cmm6gKQbZeQaI7k5uhzjatBfemtJDx8EZCzfdJR6dmyfHwlWdrHN2FJ8EnoOJ6yqqIDrQVeaFW3SSYk7EUW/RSTpSxaC4TQ2HYJgeZwbp6B1HJD6S0QAVqGZO2AlAArckqY24cKt3qSKzyh4+hIsuorSSW0mSxn2M8XXcLBYClwmSxnVgWg8ewCg6lC1W5HA65TJiXMfqQ461n092/WA8mcT0KXsBw4yeqEhH1HIXDRZcF4uogQGscp4QdpxrKLQJ43fYkQAVk7oF/KKOvR+z7rgSTzSegq9vfFlnAwWQ4cLpSykYO7xrFLCKEYyxa43FUcdjSX2NAnNdLyCZSsesftZ5Lgk5CQkLDDFEOHC6VcdYVIHIDGM8tclimTl2BbIQLNnJc6EGMGLQefp556ihtuuIGxsTFuu+02XnjhhXWf/6Mf/Yhf+ZVfYXx8nGuvvZbPfe5zaK3XfU1CQkLCfqUU2pxvEoBipDRZz+IByHqgxeBz4sQJHnnkER588EG+853vcPPNN3PnnXdy5syZps9fXFzk13/91xkdHeV//ud/+Ku/+iuefPJJ/uEf/mFbD5+QkJCwlyiHNueKOcKGABRiyRAhNPMHJOsBEPPz8xumIz//8z/P9ddfz9///d9XH7vxxhv50Ic+xJ/92Z+tev5XvvIV/vzP/5yf/OQnZDJG7/7444/z9NNP89prryHEwfjmJiQkJCQ0Z8PMx/M8fvCDH3D77bc3PH777bfz8ssvN33NK6+8wnvf+95q4AETwC5cuMDp06e3eOSEhISEhL3OhsFnZmaGMAwZGRlpeHxkZISpqea72aemppo+P/69hISEhISDTcuCg5WlMq31uuWzZs9v9nhCQkJCwsFjw+AzNDSEZVmrMpbp6elV2U3M6Oho0+cDa74mISEhIeHgsGHwcV2Xd7/73Tz33HMNjz/33HPccsstTV9z88038+KLL1Iulxuef+jQIY4fP77FIyckJCQk7HVaKrvdf//9PPPMM3zta1/j9ddf5+GHH2ZiYoK77roLgE9/+tN88IMfrD7/N37jN8hkMtx333289tprfPOb3+Tzn/889913X1J2S0hISEhoLfjccccd/OVf/iWPP/44P/dzP8dLL73EN77xDY4dOwbAxMQEb7/9dvX5fX19/Md//AcXLlzg/e9/P5/61Ke4//77+cQnPrHtX0C7w68Hmb/927/l/e9/P0ePHuWKK67gIx/5CK+99lqnj7UneOKJJ+jv7+dTn/pUp4/StUxMTPDxj3+cK664grGxMW655Ra++93vdvpYXUkYhnzmM5+pfnbdcMMNfOYznyEIgo1fvE9oac6nWzlx4gT33nsvTzzxBLfeeitPPfUUzzzzDC+99BJHjx7t9PG6jjvuuIM77riDG2+8Ea01n/3sZ/n+97/Pyy+/zMDAQKeP17V8//vf5+6776anp4f3ve99PP74450+UtcxPz/Pbbfdxq233sq9997L0NAQp0+fZnx8nKuvvrrTx+s6nnjiCZ588km+9KUvcd111/GjH/2I3//93+f+++/noYce6vTxdoU9HXzaHX5NaKRQKHDs2DH+9V//lV/+5V/u9HG6koWFBW677Ta+8IUv8Nd//ddcd911SfBpwmOPPcb3vvc9nn322U4fZU/wkY98hIGBAf7xH/+x+tjHP/5x5ubm+PrXv97Bk+0ee9ZYdDPDrwmNFAoFlFL09/d3+ihdywMPPMCHPvQhbrvttk4fpav5r//6L2666Sbuuusu3vWud/GzP/uzfPnLX078HNfg1ltv5bvf/S4/+clPAPjxj3/M888/zy/8wi90+GS7x57d57OZ4deERh555BF+6qd+iptvvrnTR+lKvvrVr/LWW2/xT//0T50+Stdz6tQpvvKVr3DffffxwAMP8Oqrr/Lwww8DcO+993b4dN3HAw88QKFQ4JZbbsGyLIIg4JOf/CT33HNPp4+2a+zZ4BPT7vBrguGP/uiPeOmll/j2t7+NZVmdPk7X8cYbb/DYY4/x3//937juwXAZ3gpKKd7znvdUy90//dM/zVtvvcVTTz2VBJ8mnDhxgn/7t3/jqaee4pprruHVV1/lkUce4dixY/zu7/5up4+3K+zZ4LOZ4dcEw6OPPsqJEyf4z//8Ty699NJOH6creeWVV5iZmeG9731v9bEwDHnhhRd4+umnOX/+PKlUqoMn7C7GxsZWCQuuuuoqzp4926ETdTd/+qd/yic+8Qk+/OEPA3D99ddz5swZ/u7v/i4JPt1O/fDrr/3ar1Uff+655xpmjhIaefjhhzlx4gTf+ta3uOqqqzp9nK7lAx/4AO95z3saHrv//vu54oor+MM//MMkG1rBrbfeysmTJxseO3nyZKI6XYNisbiq4mBZFkqpNV6x/9izwQfMh8HHPvYxbrrpJm655RaefvrphuHXhEY++clP8vWvf51/+Zd/ob+/n8nJSQByuRz5fL7Dp+su+vv7VwkxstksAwMDXHfddZ05VBdz33338Yu/+Iv8zd/8DXfccQc//OEP+fKXv8yf/MmfdPpoXckv/dIv8fnPf57jx49zzTXX8MMf/pAvfvGL/NZv/Vanj7Zr7GmpNZgh0y984QtMTk5y7bXX8tnPfpaf+Zmf6fSxupK1VG0PP/wwjz766O4eZg/ygQ98IJFar8Ozzz7LY489xsmTJ7nkkkv46Ec/ysc+9rGkB9uEpaUl/uIv/oJvfetbTE9PMzY2xoc//GEeeugh0ul0p4+3K+z54JOQkJCQsPfYs3M+CQkJCQl7lyT4JCQkJCTsOknwSUhISEjYdZLgk5CQkJCw6yTBJyEhISFh10mCT0JCQkLCrpMEn4SEhISEXScJPgkJCQkJu87/D3c+Te2Fx9ecAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.area(stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "psychological-skiing",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris=pd.read_csv(\"iris.data\", header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "trying-chrome",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris.columns=[\"sepal_length\",\"sepal_width\", \"petal_length\", \n",
    "              \"petal_width\", \"species\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "brilliant-conservative",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sepal_length    float64\n",
       "sepal_width     float64\n",
       "petal_length    float64\n",
       "petal_width     float64\n",
       "species          object\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "actual-engineer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.area()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "accessible-generator",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.area(stacked=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "chronic-alexandria",
   "metadata": {},
   "source": [
    "## Scatter Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "vocational-oracle",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='A', ylabel='B'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.scatter(x='A', y='B')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "imported-assignment",
   "metadata": {},
   "outputs": [],
   "source": [
    "movies=pd.read_csv(\"imdbratings.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "different-roller",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>star_rating</th>\n",
       "      <th>title</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>duration</th>\n",
       "      <th>actors_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.3</td>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>142</td>\n",
       "      <td>[u'Tim Robbins', u'Morgan Freeman', u'Bob Gunt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9.2</td>\n",
       "      <td>The Godfather</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>175</td>\n",
       "      <td>[u'Marlon Brando', u'Al Pacino', u'James Caan']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9.1</td>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>200</td>\n",
       "      <td>[u'Al Pacino', u'Robert De Niro', u'Robert Duv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9.0</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>152</td>\n",
       "      <td>[u'Christian Bale', u'Heath Ledger', u'Aaron E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.9</td>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime</td>\n",
       "      <td>154</td>\n",
       "      <td>[u'John Travolta', u'Uma Thurman', u'Samuel L....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   star_rating                     title content_rating   genre  duration  \\\n",
       "0          9.3  The Shawshank Redemption              R   Crime       142   \n",
       "1          9.2             The Godfather              R   Crime       175   \n",
       "2          9.1    The Godfather: Part II              R   Crime       200   \n",
       "3          9.0           The Dark Knight          PG-13  Action       152   \n",
       "4          8.9              Pulp Fiction              R   Crime       154   \n",
       "\n",
       "                                         actors_list  \n",
       "0  [u'Tim Robbins', u'Morgan Freeman', u'Bob Gunt...  \n",
       "1    [u'Marlon Brando', u'Al Pacino', u'James Caan']  \n",
       "2  [u'Al Pacino', u'Robert De Niro', u'Robert Duv...  \n",
       "3  [u'Christian Bale', u'Heath Ledger', u'Aaron E...  \n",
       "4  [u'John Travolta', u'Uma Thurman', u'Samuel L....  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "affecting-validation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "star_rating       float64\n",
       "title              object\n",
       "content_rating     object\n",
       "genre              object\n",
       "duration            int64\n",
       "actors_list        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "affected-sleeve",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='star_rating', ylabel='duration'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies.plot.scatter(x='star_rating', y='duration')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "wrapped-overview",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='petal_length', ylabel='petal_width'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=iris.plot.scatter(x='sepal_length', y='sepal_width', \n",
    "                     color='Blue', label='sepal')\n",
    "iris.plot.scatter(x='petal_length', y='petal_width', color='red', \n",
    "                  label='petal', ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "shared-imperial",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sepal_length', ylabel='sepal_width'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.scatter(x='sepal_length', y='sepal_width', \n",
    "                  c='petal_length', s=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "established-egypt",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sepal_length', ylabel='sepal_width'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.scatter(x='sepal_length', y='sepal_width', \n",
    "                  s=iris['petal_length'] * 50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "indoor-publicity",
   "metadata": {},
   "source": [
    "## Hexagonal bin charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "widespread-rwanda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='star_rating', ylabel='duration'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies.plot.hexbin(x=\"star_rating\", y=\"duration\", gridsize=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "sustainable-madagascar",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='star_rating', ylabel='duration'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies.plot.hexbin(x=\"star_rating\", y=\"duration\", gridsize=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "electric-warner",
   "metadata": {},
   "source": [
    "## Pie Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "broken-anderson",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "species\n",
       "Iris-setosa        0.244\n",
       "Iris-versicolor    1.326\n",
       "Iris-virginica     2.026\n",
       "Name: petal_width, dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_avg=iris[\"petal_width\"].groupby(iris[\"species\"]).mean()\n",
    "iris_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "double-reproduction",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='petal_width'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4Ht1kJmfqR+i1ZbRoBLcnWjRNo2PHjt7IUmXM67+RQhQ+S3HlYfmf3EXHKG6XYo8ePdiwYYM3slQZy38XGB1BiFLl7ttN5lW547sR3C7FV199lR9//JGXXnqJ06dPeyOTV5l2fY/p58NGxxCiWGfj2/JM9wlENJnAe/tzjI4TkMo8pxgVFYWiKEVec7lc5OXl32/QYrGgqkW7VVEU0tN98/nI9jeewbxtndExhCigm0wcSvoDz0bexhItpuD1BiEmtg2oh1lVSvlu4Wllzj7fcccdvyvF6kq7cpoL15/AHteekG/3Y8qUhbLCOJo9mM0te/JY2B/ZrEWAVvT9n7NdfH70Krc3CTImYIBye/a5OnMceg/n0f/L/0K1YtESCNl8DttuuTuOqDrO8Dp8kZTCI7abOKGXXnhd6lr5X0pkFSUTUIFziq+88gq7d+8u8f09e/bwyiuvVCqUN+iai7yTX/36gubAyW4yrz/D2fsTufzHVmjmSl3gI0SpsuvHMfsPj1Cr7ev82dqzzEIE2HDGwb5MuVFEVXK7FKdMmcKuXSU/u9ZXS9F1fiO6o/grcDTHUbJjDnDunjpkpnbAGVWritMJf3Y2oR3ju0+gZrPJPKJ24Yqb10x8cuSKl5KJ4nh8aHT58mUsFounN1tpeelflPkZPS+TXHsmubeasKhtCN6ejf37g1WQTvgb3WTmYNJNPBt5Gx9rMVCJk1SfHrnC023DPBdOlKpcpfjjjz+yc+fOgq/Xr19fMPtcWGZmJu+++y4JCQmeS+gBel42rgs/uPENLpyufWS1hEvt47GfDCPk2z2oOXLPRVE6LSiEzS3+xKOhf+J7Pfx3kycVsTsjjwNZTprW9L3Bhj8q10TLlClTCg6JFUUp9q4414SGhvLOO+/Qq1cvz6WspLwz35H740uV24gpBJsjlpC1J7AcPuWZYMJvOMMj+W9SCo/abizXuUJ3PdsulDEyWqwS5SrF9PR00tPT0XWdnj17Mm7cOHr06FF0Q4pCcHAw8fHxWK1WrwWuiNzdr5F36msPbU3BZIkneJ8Le9o+VN0DQwFRbWXXj+P9hD48rXZw+1yhO1pEmFl7ez2vbV/8yu0lOWlpaSQmJhIZWT2WCei6Rk7aEHBmeXzbiiUS+4VIWfMYgM4ktOf1him8rl9XZfvc8ue6JHjhEDolJYWkpCSmTp3q8W1XR36/TtGVtYer3z/u3Z2oVix6AiGbZM2jP8ufPPkD4yNv5ZNCV55UlYntw3iyTahb3zNy5EguXLjAwoUl32AiIyMDs9lMaKh72/aU8mSsSmWO9/v27ev2RhVFYdmyZRUK5Gmucxu9v5OCNY+gdk0k6IiN4JW7UYuZjBLVjxYUwqYWPRkd+kePTZ5UxCdHrrhdiqVxOBxYrVYiIiI8tk1/UOY6RU3T0HW9yJ+ff/6ZtLQ0du7cycWLF8nKymLnzp2kpaVx4sSJUidiqprr/KYq3Z/mOEp2/f35ax4Hy5rH6swZHsknyffSpMsMbqwxIL8QDbTzgpMjlyr+D+3IkSNJTU1l+vTpJCUlkZSUBOQfPo8ZM6bgc8uWLSM5OZmoqChiY2Pp3bs3Z86cKXG7u3btol+/fjRs2JAGDRrQtWtXvvvu14fB7d27l0GDBtGgQQMSEhIYMWJEwc1kXn75ZRYsWMCKFSsIDw8nPDycNWvWFGy3f//+BTlGjhxJVlZWufbrcrkYNWoUrVu3Jioqivbt2zNjxgw0rex/0cocKS5fvrzI15s2bSI1NZUZM2Zw1113Yf7lKpC8vDzmz5/P3//+d+bM8Y2HQWlXz6Jd/smQfet5meTa8tc8mk1tCdmejX3LAUOyCPdcjonn/fg+jFPb50+e+M6/8aw5mUtsaMUndNauXUtYWBiLFy8udvBy+vRpRowYwXPPPUe/fv3Izs5my5YtpW7z/vvvp2XLlnzzzTeYzWZ27dqF3W4H4NSpU/Tu3ZuhQ4cyefJknE4nkydPZsiQIXz99dc88sgj7N+/n4yMjILeiIiIICcnhwEDBtCuXTu++eYbMjIyGD16NKNGjWLevHll7lfTNKKjo3nvvfeoXbs2W7duZfTo0URERDBs2LBSfx63f7sTJ05k8ODBv9uw2Wxm+PDh7Nu3jwkTJrBixQp3N+1xVT1KLJbuIi9vL1kt4FK7OOwna8qaRx91pml7XmvYh2laotFRSrThjIOhzUIq/P02m42ZM2dis9mKff/kyZM4nU769+9Po0aNAApGlCU5fvw4o0aNolmzZgDExcUVvDd37lxatmzJpEmTCl6bM2cOsbGx/PDDD3To0AG73Y7NZqNevV9n1xcsWEB2djZz5swpONc5ffp0+vbty08//URcXFyp+7VYLDz77LMFXzdu3Jjt27ezZMmSMkvR7cv8duzYQXx8fInvx8fHF1nobSTX+c1GRyhCc6STU3sPZwcHk/GXDjiaRBsdKeDpJjP7W/fgzlumUj/mSZ8uRIANp3Mr9f3NmzcvsRABWrVqRbdu3UhOTmbo0KHMnTuXc+fOAfnlFxMTU/Dn9ddfB+Bvf/sbjz76KH379uW1115j//79Bdvbvn0769atK/J9LVq0AODw4ZLva7pv3z5atGhRZPKnc+fOqKrK3r17y9wvwLvvvku3bt2Ij48nJiaGt956i59//rnM35HbpVinTh2++KL4S+Z0XWf58uXUquUb59G0i/vL/pARXDk4TLvI+EMm5/7akpw/JKEpgf0I7qqmBYWw/vo/0+nmGSTVuo9PtfpGRyqXQxddnL1S8Ttyh4SUPso0mUwsXbqUjz/+mBYtWjBv3jzat2/Pzp07iY6OZs2aNQV/7rvvPgDGjx/Pxo0bSUlJYdOmTXTt2rXgEFfTNHr27Fnk+9asWcPWrVtLvcCjtHmJa7cyLG2/H3/8MePHj+euu+5iyZIlrFmzhhEjRuBwOMr8Hbl9+PzXv/6Vv//979x55508+OCDJCQkoCgK+/fvZ86cOaxevZrnn3/e3c16nO7IQnf4+GNW0XE5D3KpCVxuFoM9I5KQbw5gyrxkdDC/5YyI5POkvjxq7cpJ3W7YTHJlbDjjoG9j791jUVEUOnXqRKdOnXj66afp0qULS5cupVWrVkUOUQuLj48nPj6ehx56iCeeeIJ58+YxdOhQ2rRpw9KlS2nYsGGJ90SwWq24XEWL/rrrruPDDz/k0qVLBaPFjRs3omkaiYm/juZL2u/69evp0KEDDzzwQMFnSxuZFuZ2KY4ePZorV67wxhtvsHLlyoLXdV3HarXy1FNPMXr0aHc363Fa9hGjI7hFd57lSo2zXLnDikVvT8jm89h2HTU6lt+4HBPPewl9eJoO5Comn5o8cdf2c06vleLmzZtZtWoVPXr0IDIykh07dnDixIkiRVTYlStXmDhxYsE5yLNnz7JhwwY6dOgA5A+i3n//fe69914ee+wx6tSpw5EjR1i6dCkvvPACoaGhNGrUiK+//poDBw5Qq1YtwsLCGDhwIC+//DIPPfQQzzzzDJmZmTz++OP07duXuLi4MvebkJDAggUL+Oqrr4iLi2PJkiWsW7eOmjVrlvk7qNA01rhx43jggQdYuXIlx48fR9d1GjVqRPfu3X3n0PlyNX0Oy7U1jx1BTZY1j5V1umkHpjZIYbru2+cK3bHtfNmHgBUVFhbGxo0befvtt8nKyiImJoYxY8aQmppa7OdNJhOZmZmMHDmSM2fOUKtWLXr16sXkyZMBiI6OZsWKFUyaNIk777yT3NxcGjRoQPfu3QvObd5zzz2kpaXRvXt3Ll++zGeffcZNN93EkiVLGD9+PD169MBms9G7d2+mTJlSrv3ee++97Ny5k7/+9a/ouk6/fv14+OGHmT9/fpm/A7+9oiV3zzTyTn5pdAyPUMw1sWY3IGT1YSwnff2UgPF0k5n9LW7mmTq3Vptzhe6ItKscGCKTdN7it7earrYjxWLoeVnk2rLI7WXCbGpD8I4cgjbLmsff0oJC2NDyVkaH3sIPWni1PF9YHmevapzIdhETYjI6il8qsxQjIiJQVZWTJ08WXBJU1oOsFEXh/Pni73JdFXRdQ8v2w2uQdRd5efu4mASX28ZhPxVGyDd7A37NozOiLp8l9WF0NZ48cdeuC04pRS8psxTHjh2LoigFV65c+9qX6TknQKvcei5fpznSyamVTs7gYKzOFoSsTcf600mjY1WpyzEJ/DuhD+NoX+0nT9yVnlPxZTmidH55TtEjN5WtdhRMljiC9+vY1+z16/s8nmrakakNejPDjyZP3DW2bSjPtJObznqD2+cUc3JyCA4O9kYWj9EuB+JSFh2X81ChNY91Cflmv9+sedTNFvYn3cz4Or1YptUPqFFhcdKzZaToLW6XYqNGjWjTpg3JycnccMMNJCcnEx4e7oVoFafnnjM6gqF+v+bxArZdR4yOVSFacA3Wt+jF6NBb2ObHkyfuOimHz17j9uHzG2+8wfr169m4cSMXL15EVVUSExNJTk4uKMroaGOXC1zdORnX2bWGZvA1qrUxQUdtBK/ag+rw/ecIO2rV47PmKTxquZHTlHytbqBKCjez7g55PIE3VPicoq7rBRd7r1+/ng0bNhTMOMfGxrJ161aPBnXHla1Po2VuN2z/vszX1zxebpDA3Pi+PEO7/MkTUayaVoWjd/vfGkxfUOmJFk3T2L59O2lpacybN48DBw6gKAoXLhj3f7grmx5Gu3zIsP1XC4oJsynBJ9Y86orC6aYdeTXmNv5fAE+euCt9aDTBZrmRiKe5fU7R4XCwefNm1q9fz7p169i8eTPZ2dk0atSILl26MGrUKJKTk72Rtdz0PP+YXPCqImsem2A/FU7IN1V7n0fdbGFvUjfG1+nF51p0wE+euOtktkZ8TSlFT6vQRIvT6SQxMZEuXbpw1113kZycTP36vjOU153yZD13aI6T5NQ6WWVrHrXgGqxreSuPhtzCDr2mTJ5UUHqOi/iafntRmmHc/o1ee2YL5F+Ufe2Pr9A1F7hyjI5RPblycKi7cNykYLqlhcfXPDpq1WNZ8xRGX5s8kZFhpVzIlX9NvMHtUjx27FiRw+cFCxaQk5NDkyZNCmagk5OTady4sTfyli1PRomVV3jNY33sGfXyn22dUbHTEpcaNGVufF/GK+1wun9fY1ECpyb/qnhDpSdaXC4X27ZtY926dcybN4+DBw8aeu2zlnOCKxtGGLJvv6ZasejxhGzJwPbjkTI/risKp5p25JWY3szUm3k/XwCafVMEQxJ8+0KK6qhSJyR27tzJunXrCpblnD17FsDQ84u6jBS9Q3PgZA+ZHUC9oRlBR+3FrnnUzRb2tujG07Vv5b9alBwie5GMFL3D7VJ88803SUtLK1i8res68fHx3HrrrQWLtw07dAbQfH9hcnWnOY6RHQ05QyOwZjck5LsjmDIdrG15K4/UuIUftTCZPKkCLvkde4Xbh8+1a9cmKSmpyPnDyMhIb+VzmytrL1e/f8zoGIFFMeGyRqHh23dP8jdK47up2aC70TH8jtsjxZ9++qlczzm4xul0smnTJlq2bOnW91WYWvzDcYQX6S5MuSfwnTUIgcGqBvZ9NL3F7alAd4stIyODvn37sm3bNnd3VSGKKuu2RIBQ5H/r3lAl6yNKe4arxykyUhSBQZFS9Ar/WzRmkjuqiAChygkLb/C7UlTMIUZHEKJqqDIA8Ab/K0WTXc61iICg2OoYHcEv+V0pAiCjRREAVClFr/DLUpRDaOH3VBuKtQqWuAUg/yxFi/yPRfg3xVbb6Ah+y+ulGBISwtNPP01sbKy3d1VADY6psn0JYQTF5jtXkfkbr89IhISEMG7cOG/vpggluEGV7k+Iqqba5Xyit5RZihERESiKe9e0GnnrMAA1pKFh+xaiKshI0XvKLMWxY8e6XYpGU4OlFIV/k+U43lNmKY4fP74qcniUElQfFBPo8sBw4Z8Uu4wUvcU/Z59VM0pQlNExhPAa1V7X6Ah+q8ITLSdPnmT79u1kZWWhab+/2+WQIUMqFayy1OCGuHJOGJpBCK8w2VGCGxmdwm9V6LnPo0aNYsmSJWiahqIoBXfBKXzu0SdKkQ2GZhDCG9TQZihyMwivcfvw+aWXXmLJkiWMHz+ezz//HF3XmT17NkuXLuWWW26hVatWrF271htZ3aLIZIvwU6aazY2O4NfcLsUlS5aQmprKU089RfPm+X850dHRdOvWjUWLFhEcHMy7777r8aDuUmsY+JwYIbxIrZlkdAS/5nYpnjlzhs6dOwNgNucffV+9mn9bdEVR6N+/P8uWLfNgxIpRaySASR7/KPyPjBS9y+1SrF27NpmZmQCEhoYSFBTEkSNHCt53Op1kZ2d7Kl+FKaoJU0Qro2MI4VFKcAyKJczoGH7N7YmWVq1asXnzZiB/ZNi1a1feeustWrdujaZpvP3227Rq5RtlZKrVAde5jUbHEMJjTGEySvQ2t0eKw4cPR9f1gkPmyZMnk52dTUpKCn369CEnJ4cXX3zR40ErwlSrvdERhPAoOZ/ofW4/97k4Fy9eZM2aNZhMJrp06UJ4eLgHonlGzrph6FfPGB1DCI8I6jQbtUYTo2P4NbdHimvXruXcuXNFXgsLCyMlJYVbb70Vl8vlE0tyrjFFyGhR+AlzDZQQWVXhbW6XYt++fVm5cmWJ769evZq+fftWKpQnySG08BfmOl1QFL+8MtenuP0bLusZzg6HA1X1nb84U612+Okl3iLAmOp1MzpCQCjX7PPFixfJysoq+PrChQscP378d5/LzMxkyZIlREdHey5hJSmWUNTQBLRL+42OIkTFWWpiimhndIqAUK5SfOutt3j11VeB/GU448ePL/GWYrquM3HiRM8l9ABT7eulFEW1Zq57o1zvXEXKVYrdunXDbrej6zr/+Mc/+POf//y7tYiKohAcHEy7du3o2LGjV8JWlDmqB84jHwGVnmgXwhDmujcbHSFglKsUu3TpQpcuXQDIzc2lX79+JCVVn/VSanB91Ig2aBnbjI4ihNsUWx3U8JZGxwgYlVqn6HK5yMrKIiwsrOA6aF+Vd3oVubumGB1DCLeZG96BremDRscIGBWalt26dSu333479evXJyEhoWBd4vnz5xk0aBCrV6/2aEhPMEUmg1wzKqohs8w6Vym3S3HTpk307t2bw4cPM3jw4CJLdGrXrs3ly5eZN2+eR0N6gqJaMUf1MDqGEG5R7NGYwhKNjhFQ3C7FyZMnEx8fz8aNG3nuued+9/5NN93Eli1bPBLO0yz1bzM6ghBuMUfdYnSEgON2KW7dupW//OUv2O32Yh99GhMTw+nTpz0SztPUkEZyQb2oPlQLlgZ9jE4RcNwuRVVVS71i5fTp0wQFBVUqlDeZZbQoqglzvVtQrBFGxwg4bpdi27Zt+d///lfsew6Hg0WLFtGpU6dKB/MWc92bwBxidAwhyqBgaXSn0SECktul+MQTT/Ddd98xatQodu7cCcCpU6f4+uuv6devH4cPH+bJJ5/0eFBPUUx2LPVvNTqGEKUy1e6IGiKPMTVChdYpLl68mDFjxpCVlYWu6wWPOa1ZsyYzZsygf//+3sjqMbojk5z1w8F11egoQhTL3v41TLJg2xAVXrydk5PDypUrOXToEJqm0aRJE3r06EGNGjU8ndErHAfn4jy2yOgYQvyOGtGWoHZyoYFRKnwZyqZNm1i7dm3B3XLOnDlDzZo16datm6eyeZWl0QCcJz4H1xWjowhRhDX2bqMjBDS3R4qXLl1i+PDhrFy5El3XCQ8PR9d1srKyUBSFbt268f777xMaGuqtzB7jOPRvnEcXGh1DiAJqeGuC2r9qdIyA5vZEy7PPPsu3337LU089xaFDhzh8+DBHjhzh0KFDPPnkk6xcuZJnn33WG1k9ztJooFz6J3yKtclfjI4Q8NweKcbGxnL77bczffr0Yt8fPXo0n376aZFnQfsy5/FPcBz4p9ExhMBU9ybsLavHgMKfVehxBKU917lVq1ZlPrLAl5hj+qAE1Tc6hgh0pmCsTR8yOoWgAqXYs2dPVqxYUeL7K1asoGfPnpUKVZUU1Yw1/l6jY4gAZ40bhmqrbXQMQQUOn/ft28d9991HgwYNuP/++4mLi0NRFA4ePMg777xDeno6c+fOpVatWkW+LzIy0qPBPe3K1qfRMrcbHUMEIDW0KfaO01EUedyAL3C7FCMifr0W87c3hLh22FzcjSIuXLhQkXxVRrtyiiub/gauHKOjiICiYu84HVNYM6ODiF+4vU5x7NixxZZedacGRWFtej+OvTOMjiICiLlBHylEH1OpxxH4o6vbJ+I6v9noGCIAKNZaBHV5B0VuUOJT5Cnxv2G97jEw+/7Cc1H9WZs+KIXog6QUf0O11cbW7G9GxxB+zlS7E+Z68thSXySlWAxzVHdMkTcaHUP4KcVeD1vSGKNjiBJIKZbAlvgIWMKNjiH8jWrF1moCikVO0fgqKcUSKNaa2K4bbXQM4WeszUZhCm1qdAxRCinFUpgjb8DSeLDRMYSfMNe/DUv96nO1V6CSUiyDJe4eTHXlhLioHDUsEatM4FULUoplUBQFW/MnUcOaGx1FVFeWmthaTkBRLUYnEeUgpVgOismKvfXzKPZoo6OI6kZRsbcYh2r37Wv/xa+kFMtJsYZjb/MPMFePZ9AI32CJuxdTrXZGxxBukFJ0gxrSEHvLCaBU+NE2IoBYGg/G2nig0TGEm6QU3WSq1RZr4iNGxxA+ztJoANb44UbHEBUgpVgBlvq9sMQOMTqG8FHmBrdjTfir0TFEBUkpVpA17h4s8pAh8RvmmD7YmsljBaozKcVKsDb5yy/P1fC/+0sK95nr34a12cNGxxCVJKVYSZaGt2Nt/gQo8qsMZOaoP2FNfNQvb8AcaOT/yR5gif4TtpbPgizODUimet2xNn9cCtFPSCl6iDmyK/bWk8BkNzqKqELmBv2xJT2FIkcKfkMeR+BhrqzdXN3+HORdNjqK8CZFxdr0ISwN+hmdRHiYlKIXaJcPc3Xbs+gO336CoaggUzC2ls9grt3R6CTCC2TM7wVqjSbYr5+JGt7K6CjCw5SgaII6TJNC9GMyUvQiXXPhOPQueceXGB1FeICpdidsSWNRLHL9uz+TUqwCeWfSyN0zDVw5RkcRFaJgaXI3lti7ZYY5AEgpVhEtJ53cXVPQLu03OopwhyUcW/PHMdfpbHQSUUWkFKuQruXhPPwBzqOLAc3oOKIM5qgeWJs+JA+ZCjBSigZwZWwnd/dU9NxzRkcRxVBsdbFe96hMpgQoKUWD6HnZOI98hPP4p6DnGR1HAKBgjumDNf4+FHOQ0WGEQaQUDaZlH8dx4J+4LnxvdJSApgQ3wHbdY5jCWxodRRhMStFH5J1dj+Pg2+hXThodJbAoJiyNBmBpcjeKajU6jfABUoo+RNccOI8twXl0IbiuGh3HzymYIpOxNhmKWiPW6DDCh0gp+iDt6lkcB/+F68xqo6P4oWtleDdqjTijwwgfJKXow1wX9+E8thjX2bWgyxKeylEwRd6AJfYvmEKlDEXJpBSrAe3KKZzHPyHv5JdyVYzbFEx1bsDS5G5MofFGhxHVgJRiNaLnZZOX/gXO45+i5541Oo5vU1RMdbpgiZUyFO6RUqyGdM2F68x3OI9/jHbpgNFxfIoSEosl+o+Y6nVHtdU2Oo6ohqQUqzlX5o/knfoG17kN6I4Mo+MYw1ITc73umKP/iCk0weg0opqTUvQTuq6hZe0m7+xaXGfXol89Y3Qk71IsmOp0zi/CWtejqCajEwk/IaXop1wXD+A6u5a8s2vRc44bHcczzDUwRbTFVKsD5ro3yo0ahFdIKQYALfsYeWfXo2X9iCtrL+RdMjpS+ZjsqGHX/VKE7VBDm8oDooTXSSkGGF3X0XN+xnVxL1rWHrTLP6FdPgxarsHJVBR7ZH4J1kxCDU9CrRGHoshhsahaUooCXdfQr6T/UpBH0K+eQXdmoTsy0B2Z6I4s0J2V35EpGDWoHoo9GiUoGjUo6tf/2uuhyHOzhQ+QUhTlojsv/VKQmejOX8rSlZtfZIoZVBMoFhTV/MvX+f9VFDOYg1Dt9VCs4Ub/GEKUya9KMSUlhaSkJKZOneqV7Y8cOZILFy6wcOHCSm1nzZo19O3bl0OHDlG7dvnW0n344YeMHTuWEydOVGrfQojSVZtSLE8hZWRkYDabCQ31zqxkVlYWuq4THh5eqe04HA4yMjKoW7duuR+EdOXKFS5fvkxkZGSl9i2EKJ3Z6ACe4HA4sFqtREREeHU/NWvWLFeOslitVurVq+fWvoOCgggKkrtBC+Ft1XJ9w8iRI0lNTWX69OkkJSWRlJQE5B8+jxkzpuBzy5YtIzk5maioKGJjY+nduzdnzhS/qHnEiBEMHTq0yGuaptGiRQtmzZpVZL/XpKSk8MQTTzBhwgTi4+Pp1asXACtWrKBjx47Uq1eP2267jSVLlhAeHs7Ro0eB/MPn8PBwzp8/D+QfGsfExLB69WpuuOEG6tevT58+fThy5EjBvq59prAVK1bQo0cPoqKiaNKkCampqVy9mn8fxoULF9K9e3caNGhAQkIC99xzD+np6W7/roUINNWyFAHWrl3Lrl27WLx4MZ9++unv3j99+jQjRoxgyJAhbNy4kf/+978MHjy4xO0NGjSIL7/8kszMzILX0tLSOHXqFAMGDCjx+/7zn/+g6zpffPEF//znPzl+/DhDhw6lZ8+epKWl8dBDD/H888+X+fPk5uYybdo0Zs6cyZdffklWVhZPPPFEiZ//+uuvueuuu+jevTurVq3is88+48Ybb0TT8m8x5nA4GD9+PGlpaSxcuJDz588zYsSIMnMIEeiq7eGzzWZj5syZ2Gy2Yt8/efIkTqeT/v3706hRI4CCEWVxevToQWhoKMuWLWPYsGEALFq0iJtvvrnUQ91GjRrx4osvFnw9adIkYmNjefHFF1EUhaZNm3Lw4EEmT55c6s+Tl5fHa6+9RtOmTQF45JFHePjhh9E0DVX9/b9dU6dOpX///kyYMKHgtZYtf32+SOFRb2xsLNOmTaNTp06cOHHidyNOIcSvqu1IsXnz5iUWIkCrVq3o1q0bycnJDB06lLlz53LuXP4jRY8fP05MTEzBn9dffx2z2cwdd9zBokWLgPyR27Jlyxg0aFCpOdq2bVvk6/3799OuXbsiEygdO5b9qEybzVZQiABRUVE4nU6ysrKK/fyOHTu4+eabS9zetm3bGDJkCC1btqRBgwZ0794dgJ9//rnMLEIEsmo7UgwJCSn1fZPJxNKlS9m8eTPffvst8+bNY9KkSSxfvpzmzZuzZs2ags9em6BJTU2lZ8+epKens2XLFpxOJ3369HErh67r5Z5RLsxsLvpXcW0b1w6H3ZGdnc2dd95Jt27dmDNnDpGRkZw/f57bbrsNh8Ph9vaECCTVdqRYHoqi0KlTJ8aNG8fKlSuJjo5m6dKlmM1m4uLiCv5cK8WOHTvSpEkTlixZwqJFi0hJSaFGjRpu7TMxMZEffvihyGvff+/5x5e2bt2a1auLf4bLgQMHOH/+PBMnTqRr1640a9aMs2flprRClEe1HSmWZfPmzaxatYoePXoQGRnJjh07OHHiBImJiaV+38CBA/nggw84duwY8+fPd3u/9957L7NmzWLChAncc8897Nmzh3//+98AFRpBluTJJ59k8ODBxMXFMWDAAHRd59tvv+Xee++lQYMG2Gw23nnnHe6//3727dvHSy+95LF9C+HP/HakGBYWxsaNG0lNTaVDhw5MmDCBMWPGFFlSU5zU1FQOHDhAWFhYwXk4dzRq1IgPPviAL774ghtvvJHZs2fz9NNPA2C32yv0sxSnZ8+ezJ8/n6+++oo//OEPpKSksGbNGlRVpU6dOsyePZvly5fTuXNnXnnllSKTQUKIklWbK1qqs9mzZ/Pyyy9z5MiRYmeShRC+w28Pn430zjvv0L59e2rXrs2WLVuYOnUqQ4YMkUIUohqQUvSCn376iWnTpnHhwgXq16/Pfffdx9ixY42OJYQoBzl8FkKIQuR4TgghCpFSFEKIQqQUhRCiEClFIYQoREpRCCEKkVIUQohCpBSFEKIQKUUhhChESlEIIQqRUhRCiEKkFIUQohApRSGEKERKUQghCpFSFEKIQqQUhRCikP8PALUXe9kFQgYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_avg.plot.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "normal-identifier",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris_avg_2=iris[[\"petal_width\", \n",
    "                 \"petal_length\"]].groupby(iris[\"species\"]).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "advisory-plain",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:ylabel='petal_width'>,\n",
       "       <AxesSubplot:ylabel='petal_length'>], dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_avg_2.plot.pie(subplots=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "auburn-brunswick",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='petal_width'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_avg.plot.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "unlimited-hungarian",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='petal_width'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_avg.plot.pie(labels=[\"setosa\",\"versicolor\", \"virginica\"], \n",
    "                  colors=list(\"brg\"), fontsize=25, figsize=(10,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "drawn-frontier",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='petal_width'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_avg.plot.pie(labels=[\"setosa\",\"versicolor\", \"virginica\"], colors=list(\"brg\"), \n",
    "           autopct='%.2f', fontsize=25, figsize=(10,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "duplicate-ballet",
   "metadata": {},
   "source": [
    "## Density chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fiscal-playlist",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.kde()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "visible-tuning",
   "metadata": {},
   "source": [
    "## Scatter matrix "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "distinct-respect",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas.plotting import scatter_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "alpine-minneapolis",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='star_rating', ylabel='star_rating'>,\n",
       "        <AxesSubplot:xlabel='duration', ylabel='star_rating'>],\n",
       "       [<AxesSubplot:xlabel='star_rating', ylabel='duration'>,\n",
       "        <AxesSubplot:xlabel='duration', ylabel='duration'>]], dtype=object)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_matrix(movies, alpha=0.5, diagonal='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "concerned-vietnam",
   "metadata": {},
   "source": [
    "Don't forget to follow us on [YouTube](http://youtube.com/tirendazacademy) | [Medium](http://tirendazacademy.medium.com) | [Twitter](http://twitter.com/tirendazacademy) | [GitHub](http://github.com/tirendazacademy) | [Linkedin](https://www.linkedin.com/in/tirendaz-academy) | [Kaggle](https://www.kaggle.com/tirendazacademy) 😎"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
